Face Generation

In this project, you'll use generative adversarial networks to generate new images of faces.

Get the Data

You'll be using two datasets in this project:

  • MNIST
  • CelebA

Since the celebA dataset is complex and you're doing GANs in a project for the first time, we want you to test your neural network on MNIST before CelebA. Running the GANs on MNIST will allow you to see how well your model trains sooner.

If you're using FloydHub, set data_dir to "/input" and use the FloydHub data ID "R5KrjnANiKVhLWAkpXhNBe".

In [1]:
data_dir = './data'

# FloydHub - Use with data ID "R5KrjnANiKVhLWAkpXhNBe"
#data_dir = '/input'


"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
import helper

helper.download_extract('mnist', data_dir)
helper.download_extract('celeba', data_dir)
Found mnist Data
Found celeba Data

Explore the Data

MNIST

As you're aware, the MNIST dataset contains images of handwritten digits. You can view the first number of examples by changing show_n_images.

In [2]:
show_n_images = 25

"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
%matplotlib inline
import os
from glob import glob
from matplotlib import pyplot

mnist_images = helper.get_batch(glob(os.path.join(data_dir, 'mnist/*.jpg'))[:show_n_images], 28, 28, 'L')
pyplot.imshow(helper.images_square_grid(mnist_images, 'L'), cmap='gray')
Out[2]:
<matplotlib.image.AxesImage at 0x2378458abe0>

CelebA

The CelebFaces Attributes Dataset (CelebA) dataset contains over 200,000 celebrity images with annotations. Since you're going to be generating faces, you won't need the annotations. You can view the first number of examples by changing show_n_images.

In [3]:
show_n_images = 25

"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
mnist_images = helper.get_batch(glob(os.path.join(data_dir, 'img_align_celeba/*.jpg'))[:show_n_images], 28, 28, 'RGB')
pyplot.imshow(helper.images_square_grid(mnist_images, 'RGB'))
Out[3]:
<matplotlib.image.AxesImage at 0x23784638ef0>

Preprocess the Data

Since the project's main focus is on building the GANs, we'll preprocess the data for you. The values of the MNIST and CelebA dataset will be in the range of -0.5 to 0.5 of 28x28 dimensional images. The CelebA images will be cropped to remove parts of the image that don't include a face, then resized down to 28x28.

The MNIST images are black and white images with a single color channel while the CelebA images have 3 color channels (RGB color channel).

Build the Neural Network

You'll build the components necessary to build a GANs by implementing the following functions below:

  • model_inputs
  • discriminator
  • generator
  • model_loss
  • model_opt
  • train

Check the Version of TensorFlow and Access to GPU

This will check to make sure you have the correct version of TensorFlow and access to a GPU

In [4]:
"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
from distutils.version import LooseVersion
import warnings
import tensorflow as tf

# Check TensorFlow Version
assert LooseVersion(tf.__version__) >= LooseVersion('1.0'), 'Please use TensorFlow version 1.0 or newer.  You are using {}'.format(tf.__version__)
print('TensorFlow Version: {}'.format(tf.__version__))

# Check for a GPU
if not tf.test.gpu_device_name():
    warnings.warn('No GPU found. Please use a GPU to train your neural network.')
else:
    print('Default GPU Device: {}'.format(tf.test.gpu_device_name()))
D:\Development\Anaconda\envs\dog-windows-gpu\lib\site-packages\h5py\__init__.py:34: FutureWarning: Conversion of the second argument of issubdtype from `float` to `np.floating` is deprecated. In future, it will be treated as `np.float64 == np.dtype(float).type`.
  from ._conv import register_converters as _register_converters
TensorFlow Version: 1.7.0
Default GPU Device: /device:GPU:0

Input

Implement the model_inputs function to create TF Placeholders for the Neural Network. It should create the following placeholders:

  • Real input images placeholder with rank 4 using image_width, image_height, and image_channels.
  • Z input placeholder with rank 2 using z_dim.
  • Learning rate placeholder with rank 0.

Return the placeholders in the following the tuple (tensor of real input images, tensor of z data)

In [5]:
import problem_unittests as tests

def model_inputs(image_width, image_height, image_channels, z_dim):
    """
    Create the model inputs
    :param image_width: The input image width
    :param image_height: The input image height
    :param image_channels: The number of image channels
    :param z_dim: The dimension of Z
    :return: Tuple of (tensor of real input images, tensor of z data, learning rate)
    """
    # TODO: Implement Function
    inputs_real = tf.placeholder(tf.float32, (None, image_width, image_height, image_channels), name='input_real')
    inputs_z = tf.placeholder(tf.float32, (None, z_dim), name='input_z')
    learning_rate = tf.placeholder(tf.float32, name='learning_rate')

    return inputs_real, inputs_z, learning_rate


"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_model_inputs(model_inputs)
Tests Passed

Discriminator

Implement discriminator to create a discriminator neural network that discriminates on images. This function should be able to reuse the variables in the neural network. Use tf.variable_scope with a scope name of "discriminator" to allow the variables to be reused. The function should return a tuple of (tensor output of the discriminator, tensor logits of the discriminator).

In [33]:
def discriminator(images, reuse=False):
    """
    Create the discriminator network
    :param images: Tensor of input image(s)
    :param reuse: Boolean if the weights should be reused
    :return: Tuple of (tensor output of the discriminator, tensor logits of the discriminator)
    """
    # TODO: Implement Function
    alpha = 0 # RELU
    dropout_rate = 0.1    
    with tf.variable_scope('discriminator', reuse=reuse):
        # Input layer is 28x28x3
        x1 = tf.layers.conv2d(images, 32, 5, strides = 2, padding='same')
        relu1 = tf.maximum(alpha*x1, x1)
        #14x14x32
        
        x2 = tf.layers.conv2d(relu1, 64, 5, strides = 2, padding='same')
        bn2 = tf.layers.batch_normalization(x2, training=True)
        relu2 = tf.maximum(alpha*bn2, bn2)
        #7x7x64

        x3 = tf.layers.conv2d(relu2, 128, 5, strides = 1, padding='same')
        bn3 = tf.layers.batch_normalization(x3, training=True)
        relu3 = tf.maximum(alpha*bn3, bn3)
        #7x7x128
                
        flat = tf.reshape(relu3, (-1, 7*7*128))
        flat_with_dropout = tf.layers.dropout(flat,dropout_rate)
        
        logits = tf.layers.dense(flat_with_dropout,1)
        out = tf.sigmoid(logits)
        
        return out, logits


"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_discriminator(discriminator, tf)
Tests Passed

Generator

Implement generator to generate an image using z. This function should be able to reuse the variables in the neural network. Use tf.variable_scope with a scope name of "generator" to allow the variables to be reused. The function should return the generated 28 x 28 x out_channel_dim images.

In [42]:
def generator(z, out_channel_dim, is_train=True):
    """
    Create the generator network
    :param z: Input z
    :param out_channel_dim: The number of channels in the output image
    :param is_train: Boolean if generator is being used for training
    :return: The tensor output of the generator
    """
    # TODO: Implement Function
    alpha = 0.2 #Leaky RELU factor
    with tf.variable_scope('generator', reuse=not is_train):
        x1 = tf.layers.dense(z, z.shape[1])
        
        #Reshape it to start the convolutional stack
        x1 = tf.reshape(x1, (-1, 7,7,128))
        x1 = tf.layers.batch_normalization(x1, training=is_train)
        x1 = tf.maximum(alpha*x1, x1 )#Leaky RELU
        #128
        
        x2 = tf.layers.conv2d_transpose(x1, 64, 5, strides=1, padding='same')
        x2 = tf.layers.batch_normalization(x2, training=is_train)
        x2 = tf.maximum(alpha*x2, x2)#Leaky RELU
        #64
        
        x3 = tf.layers.conv2d_transpose(x2, 32, 5, strides=2, padding='same')
        x3 = tf.layers.batch_normalization(x3, training=is_train)
        x3 = tf.maximum(alpha*x3, x3)#Leaky RELU
        #32

        #Output layer , 28x28x3
        logits = tf.layers.conv2d_transpose(x3, out_channel_dim, 5, strides=2, padding='same')
        
        out = tf.tanh(logits)
        
        return out


"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_generator(generator, tf)
Tests Passed

Loss

Implement model_loss to build the GANs for training and calculate the loss. The function should return a tuple of (discriminator loss, generator loss). Use the following functions you implemented:

  • discriminator(images, reuse=False)
  • generator(z, out_channel_dim, is_train=True)
In [35]:
def model_loss(input_real, input_z, out_channel_dim):
    """
    Get the loss for the discriminator and generator
    :param input_real: Images from the real dataset
    :param input_z: Z input
    :param out_channel_dim: The number of channels in the output image
    :return: A tuple of (discriminator loss, generator loss)
    """
    # TODO: Implement Function
    g_model = generator(input_z, out_channel_dim)
    d_model_real, d_logits_real = discriminator(input_real)
    d_model_fake, d_logits_fake = discriminator(g_model, reuse=True)
    #Label Smoothing factor - To prevent discriminator from being too strong 
    smooth = 0.1
    
    d_loss_real = tf.reduce_mean(
        tf.nn.sigmoid_cross_entropy_with_logits(logits=d_logits_real, labels=tf.ones_like(d_model_real)*(1 - smooth)))
    d_loss_fake = tf.reduce_mean(
        tf.nn.sigmoid_cross_entropy_with_logits(logits=d_logits_fake, labels=tf.zeros_like(d_model_fake)))
    g_loss = tf.reduce_mean(
        tf.nn.sigmoid_cross_entropy_with_logits(logits=d_logits_fake, labels=tf.ones_like(d_model_fake)))

    d_loss = d_loss_real + d_loss_fake

    return d_loss, g_loss

"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_model_loss(model_loss)
Tests Passed

Optimization

Implement model_opt to create the optimization operations for the GANs. Use tf.trainable_variables to get all the trainable variables. Filter the variables with names that are in the discriminator and generator scope names. The function should return a tuple of (discriminator training operation, generator training operation).

In [36]:
def model_opt(d_loss, g_loss, learning_rate, beta1):
    """
    Get optimization operations
    :param d_loss: Discriminator loss Tensor
    :param g_loss: Generator loss Tensor
    :param learning_rate: Learning Rate Placeholder
    :param beta1: The exponential decay rate for the 1st moment in the optimizer
    :return: A tuple of (discriminator training operation, generator training operation)
    """
    # TODO: Implement Function
    t_vars = tf.trainable_variables()
    d_vars = [var for var in t_vars if var.name.startswith('discriminator')]
    g_vars = [var for var in t_vars if var.name.startswith('generator')]

    # Optimize
    with tf.control_dependencies(tf.get_collection(tf.GraphKeys.UPDATE_OPS)):
        d_train_opt = tf.train.AdamOptimizer(learning_rate, beta1=beta1).minimize(d_loss, var_list=d_vars)
        g_train_opt = tf.train.AdamOptimizer(learning_rate, beta1=beta1).minimize(g_loss, var_list=g_vars)

    return d_train_opt, g_train_opt    


"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_model_opt(model_opt, tf)
Tests Passed

Neural Network Training

Show Output

Use this function to show the current output of the generator during training. It will help you determine how well the GANs is training.

In [37]:
"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
import numpy as np

def show_generator_output(sess, n_images, input_z, out_channel_dim, image_mode):
    """
    Show example output for the generator
    :param sess: TensorFlow session
    :param n_images: Number of Images to display
    :param input_z: Input Z Tensor
    :param out_channel_dim: The number of channels in the output image
    :param image_mode: The mode to use for images ("RGB" or "L")
    """
    cmap = None if image_mode == 'RGB' else 'gray'
    z_dim = input_z.get_shape().as_list()[-1]
    example_z = np.random.uniform(-1, 1, size=[n_images, z_dim])

    samples = sess.run(
        generator(input_z, out_channel_dim, False),
        feed_dict={input_z: example_z})

    images_grid = helper.images_square_grid(samples, image_mode)
    pyplot.imshow(images_grid, cmap=cmap)
    pyplot.show()

Train

Implement train to build and train the GANs. Use the following functions you implemented:

  • model_inputs(image_width, image_height, image_channels, z_dim)
  • model_loss(input_real, input_z, out_channel_dim)
  • model_opt(d_loss, g_loss, learning_rate, beta1)

Use the show_generator_output to show generator output while you train. Running show_generator_output for every batch will drastically increase training time and increase the size of the notebook. It's recommended to print the generator output every 100 batches.

In [40]:
def scale(x, feature_range=(-1, 1)):
    # scale to (0, 1)
    x = ((x - x.min())/(255 - x.min()))
    
    # scale to feature_range
    min, max = feature_range
    x = x * (max - min) + min
    return x

def train(epoch_count, batch_size, z_dim, learning_rate, beta1, get_batches, data_shape, data_image_mode):
    """
    Train the GAN
    :param epoch_count: Number of epochs
    :param batch_size: Batch Size
    :param z_dim: Z dimension
    :param learning_rate: Learning Rate
    :param beta1: The exponential decay rate for the 1st moment in the optimizer
    :param get_batches: Function to get batches
    :param data_shape: Shape of the data
    :param data_image_mode: The image mode to use for images ("RGB" or "L")
    """
    # TODO: Build Model
    
    print_every = 10
    show_every=100
    steps = 0

    inputs_real, inputs_z, learning_rate_var = model_inputs(data_shape[1], data_shape[2], data_shape[3], z_dim)
    d_loss, g_loss = model_loss(inputs_real, inputs_z, data_shape[3])
    d_train_opt, g_train_opt  = model_opt(d_loss, g_loss, learning_rate, beta1)
    
    config = tf.ConfigProto()
    config.gpu_options.allocator_type = 'BFC'
    #config.gpu_options.allow_growth = True
    config.gpu_options.per_process_gpu_memory_fraction = 0.9 # This is to make sure that the GPU does not run out of Memory.

    
    with tf.Session(config=config) as sess:
        sess.run(tf.global_variables_initializer())
        for epoch_i in range(epoch_count):
            for batch_images in get_batches(batch_size):
                #batch_images = scale(batch_images) #Scale images between -1 to 1 to match tanh input from generator. Commented this as it was resulting in bad images
                steps += 1
                # TODO: Train Model
                # Run optimizers                
                batch_z = np.random.normal(0, 1, size=(batch_size, z_dim))
                
                _ = sess.run(d_train_opt, feed_dict={inputs_real: batch_images, inputs_z: batch_z, learning_rate_var: learning_rate})
                _ = sess.run(g_train_opt, feed_dict={inputs_real: batch_images, inputs_z: batch_z, learning_rate_var: learning_rate})
                
                if steps % print_every == 0:
                    train_loss_d = d_loss.eval({inputs_real: batch_images, inputs_z: batch_z, learning_rate_var: learning_rate})
                    train_loss_g = g_loss.eval({inputs_real: batch_images, inputs_z: batch_z, learning_rate_var: learning_rate})
                    print("Epoch {}/{}...".format(epoch_i+1, epoch_count),
                          "Discriminator Loss: {:.4f}...".format(train_loss_d),
                          "Generator Loss: {:.4f}".format(train_loss_g))
                    
                if steps % show_every == 0:                    
                    show_generator_output(sess, 25, inputs_z, data_shape[3], data_image_mode)

MNIST

Test your GANs architecture on MNIST. After 2 epochs, the GANs should be able to generate images that look like handwritten digits. Make sure the loss of the generator is lower than the loss of the discriminator or close to 0.

In [41]:
batch_size = 16
z_dim = 6272
learning_rate = 0.0002
beta1 = 0.1 # AS per review, optimal value is between 0.1 and 0.3 for good results


"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
epochs = 2

mnist_dataset = helper.Dataset('mnist', glob(os.path.join(data_dir, 'mnist/*.jpg')))
with tf.Graph().as_default():
    train(epochs, batch_size, z_dim, learning_rate, beta1, mnist_dataset.get_batches,
          mnist_dataset.shape, mnist_dataset.image_mode)
Epoch 1/2... Discriminator Loss: 2.1024... Generator Loss: 0.2198
Epoch 1/2... Discriminator Loss: 1.5175... Generator Loss: 0.4695
Epoch 1/2... Discriminator Loss: 1.2716... Generator Loss: 0.6739
Epoch 1/2... Discriminator Loss: 2.3192... Generator Loss: 0.1880
Epoch 1/2... Discriminator Loss: 2.4522... Generator Loss: 0.1569
Epoch 1/2... Discriminator Loss: 1.5848... Generator Loss: 0.5669
Epoch 1/2... Discriminator Loss: 3.9107... Generator Loss: 0.0365
Epoch 1/2... Discriminator Loss: 1.4119... Generator Loss: 0.6383
Epoch 1/2... Discriminator Loss: 2.6375... Generator Loss: 0.1274
Epoch 1/2... Discriminator Loss: 1.2823... Generator Loss: 0.6269
Epoch 1/2... Discriminator Loss: 2.1078... Generator Loss: 0.2194
Epoch 1/2... Discriminator Loss: 2.5783... Generator Loss: 0.1251
Epoch 1/2... Discriminator Loss: 1.4670... Generator Loss: 0.4260
Epoch 1/2... Discriminator Loss: 0.8208... Generator Loss: 1.2991
Epoch 1/2... Discriminator Loss: 3.0608... Generator Loss: 0.0772
Epoch 1/2... Discriminator Loss: 2.3659... Generator Loss: 0.1568
Epoch 1/2... Discriminator Loss: 1.0533... Generator Loss: 0.9834
Epoch 1/2... Discriminator Loss: 3.3106... Generator Loss: 0.0653
Epoch 1/2... Discriminator Loss: 2.9405... Generator Loss: 0.1534
Epoch 1/2... Discriminator Loss: 1.8566... Generator Loss: 1.1870
Epoch 1/2... Discriminator Loss: 3.5780... Generator Loss: 0.0506
Epoch 1/2... Discriminator Loss: 2.1090... Generator Loss: 0.2336
Epoch 1/2... Discriminator Loss: 1.8535... Generator Loss: 0.3095
Epoch 1/2... Discriminator Loss: 1.2753... Generator Loss: 0.8038
Epoch 1/2... Discriminator Loss: 1.3615... Generator Loss: 0.6025
Epoch 1/2... Discriminator Loss: 1.1932... Generator Loss: 1.0226
Epoch 1/2... Discriminator Loss: 0.6954... Generator Loss: 1.6479
Epoch 1/2... Discriminator Loss: 1.4227... Generator Loss: 1.8983
Epoch 1/2... Discriminator Loss: 0.9711... Generator Loss: 1.2930
Epoch 1/2... Discriminator Loss: 1.0481... Generator Loss: 1.0154
Epoch 1/2... Discriminator Loss: 0.9155... Generator Loss: 1.1848
Epoch 1/2... Discriminator Loss: 1.3866... Generator Loss: 0.6242
Epoch 1/2... Discriminator Loss: 1.2498... Generator Loss: 0.6885
Epoch 1/2... Discriminator Loss: 1.1743... Generator Loss: 0.8942
Epoch 1/2... Discriminator Loss: 1.9527... Generator Loss: 0.3095
Epoch 1/2... Discriminator Loss: 1.2335... Generator Loss: 0.7014
Epoch 1/2... Discriminator Loss: 1.9254... Generator Loss: 0.2940
Epoch 1/2... Discriminator Loss: 1.9367... Generator Loss: 0.3496
Epoch 1/2... Discriminator Loss: 0.7883... Generator Loss: 1.2623
Epoch 1/2... Discriminator Loss: 1.1298... Generator Loss: 0.7123
Epoch 1/2... Discriminator Loss: 2.8441... Generator Loss: 0.1601
Epoch 1/2... Discriminator Loss: 0.9876... Generator Loss: 0.9338
Epoch 1/2... Discriminator Loss: 1.6571... Generator Loss: 0.4198
Epoch 1/2... Discriminator Loss: 1.2659... Generator Loss: 0.6460
Epoch 1/2... Discriminator Loss: 0.8050... Generator Loss: 1.2337
Epoch 1/2... Discriminator Loss: 0.6970... Generator Loss: 1.3307
Epoch 1/2... Discriminator Loss: 1.2447... Generator Loss: 0.6885
Epoch 1/2... Discriminator Loss: 0.6812... Generator Loss: 1.8139
Epoch 1/2... Discriminator Loss: 2.3575... Generator Loss: 0.2290
Epoch 1/2... Discriminator Loss: 1.3631... Generator Loss: 0.6944
Epoch 1/2... Discriminator Loss: 0.9051... Generator Loss: 1.0248
Epoch 1/2... Discriminator Loss: 1.2847... Generator Loss: 0.6854
Epoch 1/2... Discriminator Loss: 1.1889... Generator Loss: 0.7854
Epoch 1/2... Discriminator Loss: 0.7581... Generator Loss: 1.5189
Epoch 1/2... Discriminator Loss: 0.7159... Generator Loss: 1.4230
Epoch 1/2... Discriminator Loss: 0.8468... Generator Loss: 1.0373
Epoch 1/2... Discriminator Loss: 0.7659... Generator Loss: 1.3036
Epoch 1/2... Discriminator Loss: 0.9524... Generator Loss: 0.9550
Epoch 1/2... Discriminator Loss: 0.7081... Generator Loss: 1.6391
Epoch 1/2... Discriminator Loss: 0.6715... Generator Loss: 2.1343
Epoch 1/2... Discriminator Loss: 0.6913... Generator Loss: 1.4339
Epoch 1/2... Discriminator Loss: 0.7207... Generator Loss: 1.6424
Epoch 1/2... Discriminator Loss: 0.7698... Generator Loss: 1.5515
Epoch 1/2... Discriminator Loss: 1.1077... Generator Loss: 0.7269
Epoch 1/2... Discriminator Loss: 1.0613... Generator Loss: 0.8271
Epoch 1/2... Discriminator Loss: 1.4280... Generator Loss: 0.6735
Epoch 1/2... Discriminator Loss: 1.0662... Generator Loss: 0.8558
Epoch 1/2... Discriminator Loss: 1.6137... Generator Loss: 0.5738
Epoch 1/2... Discriminator Loss: 1.9849... Generator Loss: 0.2915
Epoch 1/2... Discriminator Loss: 0.7328... Generator Loss: 1.3233
Epoch 1/2... Discriminator Loss: 0.8120... Generator Loss: 1.2011
Epoch 1/2... Discriminator Loss: 0.9322... Generator Loss: 1.1330
Epoch 1/2... Discriminator Loss: 0.6375... Generator Loss: 1.5504
Epoch 1/2... Discriminator Loss: 0.8198... Generator Loss: 1.1615
Epoch 1/2... Discriminator Loss: 0.7816... Generator Loss: 3.4389
Epoch 1/2... Discriminator Loss: 0.8266... Generator Loss: 1.0727
Epoch 1/2... Discriminator Loss: 0.5785... Generator Loss: 2.1341
Epoch 1/2... Discriminator Loss: 0.7105... Generator Loss: 1.4014
Epoch 1/2... Discriminator Loss: 0.8464... Generator Loss: 1.2733
Epoch 1/2... Discriminator Loss: 0.5616... Generator Loss: 1.8185
Epoch 1/2... Discriminator Loss: 0.5590... Generator Loss: 2.0826
Epoch 1/2... Discriminator Loss: 0.6964... Generator Loss: 3.3680
Epoch 1/2... Discriminator Loss: 0.5264... Generator Loss: 2.1821
Epoch 1/2... Discriminator Loss: 4.3745... Generator Loss: 0.0348
Epoch 1/2... Discriminator Loss: 0.9967... Generator Loss: 0.8799
Epoch 1/2... Discriminator Loss: 0.6648... Generator Loss: 3.6419
Epoch 1/2... Discriminator Loss: 0.5546... Generator Loss: 2.5779
Epoch 1/2... Discriminator Loss: 0.5668... Generator Loss: 2.0540
Epoch 1/2... Discriminator Loss: 0.4649... Generator Loss: 2.3491
Epoch 1/2... Discriminator Loss: 0.5162... Generator Loss: 2.5768
Epoch 1/2... Discriminator Loss: 0.5129... Generator Loss: 2.5867
Epoch 1/2... Discriminator Loss: 1.2860... Generator Loss: 0.8641
Epoch 1/2... Discriminator Loss: 0.4109... Generator Loss: 3.1209
Epoch 1/2... Discriminator Loss: 0.3622... Generator Loss: 4.6959
Epoch 1/2... Discriminator Loss: 0.5245... Generator Loss: 2.3533
Epoch 1/2... Discriminator Loss: 0.4706... Generator Loss: 2.8002
Epoch 1/2... Discriminator Loss: 0.3730... Generator Loss: 3.8006
Epoch 1/2... Discriminator Loss: 0.5126... Generator Loss: 2.3143
Epoch 1/2... Discriminator Loss: 0.4874... Generator Loss: 2.6855
Epoch 1/2... Discriminator Loss: 0.3723... Generator Loss: 4.0798
Epoch 1/2... Discriminator Loss: 0.3746... Generator Loss: 4.0734
Epoch 1/2... Discriminator Loss: 0.3888... Generator Loss: 3.6720
Epoch 1/2... Discriminator Loss: 0.3789... Generator Loss: 4.1086
Epoch 1/2... Discriminator Loss: 0.3734... Generator Loss: 5.1717
Epoch 1/2... Discriminator Loss: 0.3610... Generator Loss: 4.6666
Epoch 1/2... Discriminator Loss: 0.4100... Generator Loss: 3.8172
Epoch 1/2... Discriminator Loss: 0.3515... Generator Loss: 4.6039
Epoch 1/2... Discriminator Loss: 0.3721... Generator Loss: 4.4225
Epoch 1/2... Discriminator Loss: 0.3488... Generator Loss: 4.6594
Epoch 1/2... Discriminator Loss: 0.3833... Generator Loss: 4.8347
Epoch 1/2... Discriminator Loss: 0.3754... Generator Loss: 4.9751
Epoch 1/2... Discriminator Loss: 0.4492... Generator Loss: 3.0401
Epoch 1/2... Discriminator Loss: 0.3567... Generator Loss: 4.6285
Epoch 1/2... Discriminator Loss: 0.3607... Generator Loss: 4.5275
Epoch 1/2... Discriminator Loss: 0.3423... Generator Loss: 5.0659
Epoch 1/2... Discriminator Loss: 0.3431... Generator Loss: 5.3717
Epoch 1/2... Discriminator Loss: 0.3517... Generator Loss: 5.6232
Epoch 1/2... Discriminator Loss: 0.3589... Generator Loss: 4.1224
Epoch 1/2... Discriminator Loss: 0.5078... Generator Loss: 2.8442
Epoch 1/2... Discriminator Loss: 0.4200... Generator Loss: 3.2230
Epoch 1/2... Discriminator Loss: 0.3629... Generator Loss: 4.9232
Epoch 1/2... Discriminator Loss: 0.3548... Generator Loss: 4.5596
Epoch 1/2... Discriminator Loss: 0.3384... Generator Loss: 5.1657
Epoch 1/2... Discriminator Loss: 0.3508... Generator Loss: 4.9318
Epoch 1/2... Discriminator Loss: 0.3426... Generator Loss: 4.8960
Epoch 1/2... Discriminator Loss: 0.3434... Generator Loss: 4.9631
Epoch 1/2... Discriminator Loss: 0.4378... Generator Loss: 2.9460
Epoch 1/2... Discriminator Loss: 1.1482... Generator Loss: 6.8105
Epoch 1/2... Discriminator Loss: 0.5130... Generator Loss: 2.2332
Epoch 1/2... Discriminator Loss: 0.6766... Generator Loss: 1.5005
Epoch 1/2... Discriminator Loss: 0.4843... Generator Loss: 2.2953
Epoch 1/2... Discriminator Loss: 0.4587... Generator Loss: 2.5806
Epoch 1/2... Discriminator Loss: 0.4759... Generator Loss: 2.5176
Epoch 1/2... Discriminator Loss: 0.3790... Generator Loss: 3.9667
Epoch 1/2... Discriminator Loss: 0.4143... Generator Loss: 3.3397
Epoch 1/2... Discriminator Loss: 0.3539... Generator Loss: 4.3687
Epoch 1/2... Discriminator Loss: 0.3583... Generator Loss: 4.3024
Epoch 1/2... Discriminator Loss: 0.4095... Generator Loss: 3.1279
Epoch 1/2... Discriminator Loss: 0.3700... Generator Loss: 4.8027
Epoch 1/2... Discriminator Loss: 0.3448... Generator Loss: 4.7806
Epoch 1/2... Discriminator Loss: 0.3484... Generator Loss: 4.8211
Epoch 1/2... Discriminator Loss: 0.3470... Generator Loss: 4.8693
Epoch 1/2... Discriminator Loss: 0.3513... Generator Loss: 4.5158
Epoch 1/2... Discriminator Loss: 0.3515... Generator Loss: 4.3034
Epoch 1/2... Discriminator Loss: 0.3668... Generator Loss: 4.9584
Epoch 1/2... Discriminator Loss: 0.3409... Generator Loss: 5.1778
Epoch 1/2... Discriminator Loss: 0.4298... Generator Loss: 2.7203
Epoch 1/2... Discriminator Loss: 0.3779... Generator Loss: 3.5934
Epoch 1/2... Discriminator Loss: 0.3880... Generator Loss: 3.4769
Epoch 1/2... Discriminator Loss: 0.4189... Generator Loss: 3.3983
Epoch 1/2... Discriminator Loss: 0.4151... Generator Loss: 2.9886
Epoch 1/2... Discriminator Loss: 0.3552... Generator Loss: 4.1076
Epoch 1/2... Discriminator Loss: 0.3769... Generator Loss: 3.6882
Epoch 1/2... Discriminator Loss: 0.3612... Generator Loss: 3.8755
Epoch 1/2... Discriminator Loss: 0.4419... Generator Loss: 3.1896
Epoch 1/2... Discriminator Loss: 0.3964... Generator Loss: 3.4467
Epoch 1/2... Discriminator Loss: 0.3645... Generator Loss: 3.8200
Epoch 1/2... Discriminator Loss: 0.4183... Generator Loss: 3.8734
Epoch 1/2... Discriminator Loss: 0.3615... Generator Loss: 3.8213
Epoch 1/2... Discriminator Loss: 0.3536... Generator Loss: 4.2160
Epoch 1/2... Discriminator Loss: 0.3785... Generator Loss: 3.8718
Epoch 1/2... Discriminator Loss: 0.3688... Generator Loss: 3.6052
Epoch 1/2... Discriminator Loss: 0.3699... Generator Loss: 3.6462
Epoch 1/2... Discriminator Loss: 0.3488... Generator Loss: 4.8628
Epoch 1/2... Discriminator Loss: 0.5617... Generator Loss: 2.3238
Epoch 1/2... Discriminator Loss: 0.3424... Generator Loss: 4.7080
Epoch 1/2... Discriminator Loss: 0.3821... Generator Loss: 3.3476
Epoch 1/2... Discriminator Loss: 0.3472... Generator Loss: 4.1418
Epoch 1/2... Discriminator Loss: 0.3752... Generator Loss: 3.7773
Epoch 1/2... Discriminator Loss: 0.3539... Generator Loss: 3.9098
Epoch 1/2... Discriminator Loss: 0.3573... Generator Loss: 4.2605
Epoch 1/2... Discriminator Loss: 0.3998... Generator Loss: 3.0846
Epoch 1/2... Discriminator Loss: 0.4270... Generator Loss: 3.1789
Epoch 1/2... Discriminator Loss: 0.3546... Generator Loss: 4.0927
Epoch 1/2... Discriminator Loss: 0.3878... Generator Loss: 3.4879
Epoch 1/2... Discriminator Loss: 0.3581... Generator Loss: 5.0531
Epoch 1/2... Discriminator Loss: 0.3639... Generator Loss: 3.9770
Epoch 1/2... Discriminator Loss: 0.3535... Generator Loss: 4.1236
Epoch 1/2... Discriminator Loss: 0.3413... Generator Loss: 4.9502
Epoch 1/2... Discriminator Loss: 0.4548... Generator Loss: 2.8115
Epoch 1/2... Discriminator Loss: 0.7605... Generator Loss: 1.6964
Epoch 1/2... Discriminator Loss: 0.3705... Generator Loss: 3.7328
Epoch 1/2... Discriminator Loss: 0.3901... Generator Loss: 3.6882
Epoch 1/2... Discriminator Loss: 0.5981... Generator Loss: 2.6834
Epoch 1/2... Discriminator Loss: 0.3996... Generator Loss: 3.1412
Epoch 1/2... Discriminator Loss: 0.3818... Generator Loss: 3.4211
Epoch 1/2... Discriminator Loss: 0.3506... Generator Loss: 5.0936
Epoch 1/2... Discriminator Loss: 0.4499... Generator Loss: 2.7387
Epoch 1/2... Discriminator Loss: 0.4239... Generator Loss: 3.1036
Epoch 1/2... Discriminator Loss: 0.5320... Generator Loss: 2.6413
Epoch 1/2... Discriminator Loss: 0.3417... Generator Loss: 5.7083
Epoch 1/2... Discriminator Loss: 0.5096... Generator Loss: 2.3804
Epoch 1/2... Discriminator Loss: 0.3456... Generator Loss: 5.4028
Epoch 1/2... Discriminator Loss: 0.4063... Generator Loss: 4.0806
Epoch 1/2... Discriminator Loss: 0.4913... Generator Loss: 2.7124
Epoch 1/2... Discriminator Loss: 0.3418... Generator Loss: 4.9728
Epoch 1/2... Discriminator Loss: 0.3455... Generator Loss: 4.7644
Epoch 1/2... Discriminator Loss: 0.3514... Generator Loss: 4.7801
Epoch 1/2... Discriminator Loss: 0.3589... Generator Loss: 4.3162
Epoch 1/2... Discriminator Loss: 0.3942... Generator Loss: 3.6212
Epoch 1/2... Discriminator Loss: 0.3473... Generator Loss: 4.5243
Epoch 1/2... Discriminator Loss: 0.3685... Generator Loss: 3.9178
Epoch 1/2... Discriminator Loss: 0.3706... Generator Loss: 3.7578
Epoch 1/2... Discriminator Loss: 0.3572... Generator Loss: 4.4568
Epoch 1/2... Discriminator Loss: 0.4100... Generator Loss: 3.0864
Epoch 1/2... Discriminator Loss: 0.3470... Generator Loss: 4.9764
Epoch 1/2... Discriminator Loss: 0.6170... Generator Loss: 2.0427
Epoch 1/2... Discriminator Loss: 0.3552... Generator Loss: 4.2885
Epoch 1/2... Discriminator Loss: 0.4182... Generator Loss: 3.1730
Epoch 1/2... Discriminator Loss: 0.3363... Generator Loss: 5.3270
Epoch 1/2... Discriminator Loss: 3.2924... Generator Loss: 3.1905
Epoch 1/2... Discriminator Loss: 0.9147... Generator Loss: 1.0573
Epoch 1/2... Discriminator Loss: 0.9989... Generator Loss: 0.8410
Epoch 1/2... Discriminator Loss: 0.8783... Generator Loss: 1.0271
Epoch 1/2... Discriminator Loss: 0.5687... Generator Loss: 1.7993
Epoch 1/2... Discriminator Loss: 0.4324... Generator Loss: 2.6586
Epoch 1/2... Discriminator Loss: 0.3962... Generator Loss: 3.0396
Epoch 1/2... Discriminator Loss: 0.4489... Generator Loss: 2.4054
Epoch 1/2... Discriminator Loss: 0.3999... Generator Loss: 3.1548
Epoch 1/2... Discriminator Loss: 0.4469... Generator Loss: 2.4375
Epoch 1/2... Discriminator Loss: 0.4352... Generator Loss: 2.6841
Epoch 1/2... Discriminator Loss: 0.3803... Generator Loss: 3.9497
Epoch 1/2... Discriminator Loss: 0.6171... Generator Loss: 2.0607
Epoch 1/2... Discriminator Loss: 0.3551... Generator Loss: 4.3033
Epoch 1/2... Discriminator Loss: 0.3543... Generator Loss: 4.5652
Epoch 1/2... Discriminator Loss: 0.3541... Generator Loss: 4.1151
Epoch 1/2... Discriminator Loss: 0.3961... Generator Loss: 3.2617
Epoch 1/2... Discriminator Loss: 0.3925... Generator Loss: 3.0365
Epoch 1/2... Discriminator Loss: 0.4916... Generator Loss: 2.1691
Epoch 1/2... Discriminator Loss: 0.3461... Generator Loss: 4.9844
Epoch 1/2... Discriminator Loss: 0.3560... Generator Loss: 3.9519
Epoch 1/2... Discriminator Loss: 0.3604... Generator Loss: 3.8412
Epoch 1/2... Discriminator Loss: 0.3509... Generator Loss: 4.2673
Epoch 1/2... Discriminator Loss: 0.3619... Generator Loss: 3.8622
Epoch 1/2... Discriminator Loss: 0.3425... Generator Loss: 4.7250
Epoch 1/2... Discriminator Loss: 0.3493... Generator Loss: 4.1998
Epoch 1/2... Discriminator Loss: 0.3614... Generator Loss: 3.9610
Epoch 1/2... Discriminator Loss: 0.3660... Generator Loss: 3.5728
Epoch 1/2... Discriminator Loss: 0.3466... Generator Loss: 4.4788
Epoch 1/2... Discriminator Loss: 0.3380... Generator Loss: 5.0949
Epoch 1/2... Discriminator Loss: 0.3734... Generator Loss: 3.6191
Epoch 1/2... Discriminator Loss: 0.5784... Generator Loss: 2.1364
Epoch 1/2... Discriminator Loss: 0.3766... Generator Loss: 3.3939
Epoch 1/2... Discriminator Loss: 0.3547... Generator Loss: 3.9745
Epoch 1/2... Discriminator Loss: 0.3423... Generator Loss: 4.6188
Epoch 1/2... Discriminator Loss: 0.3625... Generator Loss: 3.7199
Epoch 1/2... Discriminator Loss: 0.3712... Generator Loss: 3.5993
Epoch 1/2... Discriminator Loss: 0.3660... Generator Loss: 3.8859
Epoch 1/2... Discriminator Loss: 0.3457... Generator Loss: 4.9516
Epoch 1/2... Discriminator Loss: 1.1252... Generator Loss: 5.4879
Epoch 1/2... Discriminator Loss: 1.4427... Generator Loss: 0.4520
Epoch 1/2... Discriminator Loss: 0.7171... Generator Loss: 1.2438
Epoch 1/2... Discriminator Loss: 0.6928... Generator Loss: 1.5227
Epoch 1/2... Discriminator Loss: 0.4729... Generator Loss: 2.1714
Epoch 1/2... Discriminator Loss: 0.7264... Generator Loss: 1.2320
Epoch 1/2... Discriminator Loss: 0.4774... Generator Loss: 2.2207
Epoch 1/2... Discriminator Loss: 0.4330... Generator Loss: 2.5965
Epoch 1/2... Discriminator Loss: 0.4660... Generator Loss: 2.3740
Epoch 1/2... Discriminator Loss: 0.3902... Generator Loss: 3.1063
Epoch 1/2... Discriminator Loss: 0.4941... Generator Loss: 2.1634
Epoch 1/2... Discriminator Loss: 0.4126... Generator Loss: 2.7393
Epoch 1/2... Discriminator Loss: 0.3497... Generator Loss: 4.1222
Epoch 1/2... Discriminator Loss: 0.3895... Generator Loss: 3.1984
Epoch 1/2... Discriminator Loss: 0.4511... Generator Loss: 2.4944
Epoch 1/2... Discriminator Loss: 0.4299... Generator Loss: 2.7676
Epoch 1/2... Discriminator Loss: 0.4421... Generator Loss: 2.4877
Epoch 1/2... Discriminator Loss: 0.3621... Generator Loss: 3.9608
Epoch 1/2... Discriminator Loss: 0.3512... Generator Loss: 4.3767
Epoch 1/2... Discriminator Loss: 0.3678... Generator Loss: 3.4809
Epoch 1/2... Discriminator Loss: 0.4452... Generator Loss: 2.3976
Epoch 1/2... Discriminator Loss: 0.4011... Generator Loss: 3.0391
Epoch 1/2... Discriminator Loss: 0.4596... Generator Loss: 2.5795
Epoch 1/2... Discriminator Loss: 0.3608... Generator Loss: 3.7107
Epoch 1/2... Discriminator Loss: 0.4075... Generator Loss: 2.8180
Epoch 1/2... Discriminator Loss: 0.3827... Generator Loss: 3.4887
Epoch 1/2... Discriminator Loss: 0.3541... Generator Loss: 4.4174
Epoch 1/2... Discriminator Loss: 0.3767... Generator Loss: 3.4272
Epoch 1/2... Discriminator Loss: 0.4165... Generator Loss: 2.8332
Epoch 1/2... Discriminator Loss: 0.8222... Generator Loss: 1.4950
Epoch 1/2... Discriminator Loss: 0.3874... Generator Loss: 3.2442
Epoch 1/2... Discriminator Loss: 0.5353... Generator Loss: 2.2414
Epoch 1/2... Discriminator Loss: 0.4388... Generator Loss: 2.4577
Epoch 1/2... Discriminator Loss: 0.3505... Generator Loss: 4.2480
Epoch 1/2... Discriminator Loss: 0.3760... Generator Loss: 3.4687
Epoch 1/2... Discriminator Loss: 0.4016... Generator Loss: 2.9608
Epoch 1/2... Discriminator Loss: 0.3721... Generator Loss: 3.4085
Epoch 1/2... Discriminator Loss: 0.3618... Generator Loss: 3.9959
Epoch 1/2... Discriminator Loss: 0.3683... Generator Loss: 3.4798
Epoch 1/2... Discriminator Loss: 0.3516... Generator Loss: 4.0492
Epoch 1/2... Discriminator Loss: 0.4175... Generator Loss: 2.9274
Epoch 1/2... Discriminator Loss: 0.3525... Generator Loss: 4.0013
Epoch 1/2... Discriminator Loss: 0.3529... Generator Loss: 4.1997
Epoch 1/2... Discriminator Loss: 0.3389... Generator Loss: 5.0034
Epoch 1/2... Discriminator Loss: 0.4189... Generator Loss: 2.7157
Epoch 1/2... Discriminator Loss: 0.4237... Generator Loss: 3.2830
Epoch 1/2... Discriminator Loss: 0.4241... Generator Loss: 3.0578
Epoch 1/2... Discriminator Loss: 0.3471... Generator Loss: 4.5183
Epoch 1/2... Discriminator Loss: 0.7479... Generator Loss: 1.2397
Epoch 1/2... Discriminator Loss: 0.3915... Generator Loss: 3.1846
Epoch 1/2... Discriminator Loss: 0.3353... Generator Loss: 5.3308
Epoch 1/2... Discriminator Loss: 0.3435... Generator Loss: 4.5248
Epoch 1/2... Discriminator Loss: 0.3700... Generator Loss: 3.8542
Epoch 1/2... Discriminator Loss: 0.3577... Generator Loss: 3.9901
Epoch 1/2... Discriminator Loss: 0.3530... Generator Loss: 4.2486
Epoch 1/2... Discriminator Loss: 0.5437... Generator Loss: 1.9616
Epoch 1/2... Discriminator Loss: 3.0047... Generator Loss: 2.1608
Epoch 1/2... Discriminator Loss: 1.3531... Generator Loss: 0.5208
Epoch 1/2... Discriminator Loss: 1.3180... Generator Loss: 0.6179
Epoch 1/2... Discriminator Loss: 1.0765... Generator Loss: 0.8053
Epoch 1/2... Discriminator Loss: 0.6607... Generator Loss: 1.3990
Epoch 1/2... Discriminator Loss: 0.8799... Generator Loss: 1.0591
Epoch 1/2... Discriminator Loss: 1.0353... Generator Loss: 0.7926
Epoch 1/2... Discriminator Loss: 0.4910... Generator Loss: 2.1285
Epoch 1/2... Discriminator Loss: 0.5883... Generator Loss: 1.7624
Epoch 1/2... Discriminator Loss: 0.4844... Generator Loss: 2.0575
Epoch 1/2... Discriminator Loss: 0.4460... Generator Loss: 2.4811
Epoch 1/2... Discriminator Loss: 0.5553... Generator Loss: 1.7832
Epoch 1/2... Discriminator Loss: 0.4189... Generator Loss: 2.9109
Epoch 1/2... Discriminator Loss: 0.4281... Generator Loss: 2.6276
Epoch 1/2... Discriminator Loss: 0.4294... Generator Loss: 2.6322
Epoch 1/2... Discriminator Loss: 0.5451... Generator Loss: 1.8562
Epoch 1/2... Discriminator Loss: 0.4778... Generator Loss: 2.2034
Epoch 1/2... Discriminator Loss: 0.4133... Generator Loss: 2.8108
Epoch 1/2... Discriminator Loss: 0.4235... Generator Loss: 2.7915
Epoch 1/2... Discriminator Loss: 0.4075... Generator Loss: 2.8047
Epoch 1/2... Discriminator Loss: 0.3511... Generator Loss: 4.1657
Epoch 1/2... Discriminator Loss: 1.0914... Generator Loss: 0.8302
Epoch 1/2... Discriminator Loss: 0.4322... Generator Loss: 2.5472
Epoch 1/2... Discriminator Loss: 0.3616... Generator Loss: 3.5547
Epoch 1/2... Discriminator Loss: 0.4762... Generator Loss: 2.2376
Epoch 1/2... Discriminator Loss: 0.3745... Generator Loss: 3.5180
Epoch 1/2... Discriminator Loss: 0.3710... Generator Loss: 3.7058
Epoch 1/2... Discriminator Loss: 0.5275... Generator Loss: 2.0219
Epoch 1/2... Discriminator Loss: 0.3774... Generator Loss: 3.3560
Epoch 1/2... Discriminator Loss: 0.4111... Generator Loss: 2.8729
Epoch 1/2... Discriminator Loss: 0.3697... Generator Loss: 3.5363
Epoch 1/2... Discriminator Loss: 0.4011... Generator Loss: 2.9878
Epoch 1/2... Discriminator Loss: 0.4013... Generator Loss: 2.8911
Epoch 1/2... Discriminator Loss: 0.4077... Generator Loss: 2.7810
Epoch 1/2... Discriminator Loss: 0.3827... Generator Loss: 3.1568
Epoch 1/2... Discriminator Loss: 0.3887... Generator Loss: 3.1838
Epoch 1/2... Discriminator Loss: 0.4496... Generator Loss: 2.4370
Epoch 1/2... Discriminator Loss: 4.3490... Generator Loss: 0.0270
Epoch 1/2... Discriminator Loss: 1.2191... Generator Loss: 0.7816
Epoch 1/2... Discriminator Loss: 0.9616... Generator Loss: 3.5270
Epoch 1/2... Discriminator Loss: 0.9381... Generator Loss: 0.9000
Epoch 1/2... Discriminator Loss: 0.8627... Generator Loss: 1.0282
Epoch 1/2... Discriminator Loss: 1.0952... Generator Loss: 0.8886
Epoch 1/2... Discriminator Loss: 0.8860... Generator Loss: 0.9658
Epoch 1/2... Discriminator Loss: 0.8564... Generator Loss: 1.0930
Epoch 1/2... Discriminator Loss: 0.5683... Generator Loss: 1.6858
Epoch 1/2... Discriminator Loss: 0.6554... Generator Loss: 1.5777
Epoch 1/2... Discriminator Loss: 0.7229... Generator Loss: 1.4054
Epoch 1/2... Discriminator Loss: 0.7538... Generator Loss: 1.4153
Epoch 1/2... Discriminator Loss: 0.4955... Generator Loss: 2.0772
Epoch 1/2... Discriminator Loss: 0.5922... Generator Loss: 1.6358
Epoch 1/2... Discriminator Loss: 0.4724... Generator Loss: 2.5607
Epoch 1/2... Discriminator Loss: 0.4837... Generator Loss: 2.1804
Epoch 1/2... Discriminator Loss: 0.5269... Generator Loss: 1.9884
Epoch 1/2... Discriminator Loss: 0.5847... Generator Loss: 1.8051
Epoch 1/2... Discriminator Loss: 0.6495... Generator Loss: 1.4330
Epoch 1/2... Discriminator Loss: 0.5227... Generator Loss: 2.0318
Epoch 1/2... Discriminator Loss: 0.8584... Generator Loss: 1.0934
Epoch 1/2... Discriminator Loss: 0.6556... Generator Loss: 1.4667
Epoch 1/2... Discriminator Loss: 0.4676... Generator Loss: 2.2387
Epoch 1/2... Discriminator Loss: 1.0221... Generator Loss: 0.7943
Epoch 1/2... Discriminator Loss: 0.4623... Generator Loss: 2.3331
Epoch 1/2... Discriminator Loss: 0.3645... Generator Loss: 3.6198
Epoch 1/2... Discriminator Loss: 0.3946... Generator Loss: 3.0113
Epoch 1/2... Discriminator Loss: 0.4448... Generator Loss: 2.5266
Epoch 1/2... Discriminator Loss: 0.4285... Generator Loss: 2.6697
Epoch 1/2... Discriminator Loss: 0.8411... Generator Loss: 1.1347
Epoch 1/2... Discriminator Loss: 0.3946... Generator Loss: 2.9850
Epoch 1/2... Discriminator Loss: 0.3869... Generator Loss: 3.0813
Epoch 1/2... Discriminator Loss: 0.4754... Generator Loss: 2.1336
Epoch 2/2... Discriminator Loss: 0.4498... Generator Loss: 2.2935
Epoch 2/2... Discriminator Loss: 0.3912... Generator Loss: 3.3023
Epoch 2/2... Discriminator Loss: 0.4903... Generator Loss: 2.0422
Epoch 2/2... Discriminator Loss: 0.4815... Generator Loss: 2.2290
Epoch 2/2... Discriminator Loss: 0.4192... Generator Loss: 2.5591
Epoch 2/2... Discriminator Loss: 0.5190... Generator Loss: 1.9841
Epoch 2/2... Discriminator Loss: 0.5359... Generator Loss: 1.8339
Epoch 2/2... Discriminator Loss: 0.3852... Generator Loss: 3.2588
Epoch 2/2... Discriminator Loss: 0.4697... Generator Loss: 2.4729
Epoch 2/2... Discriminator Loss: 0.4114... Generator Loss: 2.9062
Epoch 2/2... Discriminator Loss: 0.4816... Generator Loss: 2.2028
Epoch 2/2... Discriminator Loss: 0.4782... Generator Loss: 2.1613
Epoch 2/2... Discriminator Loss: 0.4311... Generator Loss: 2.4995
Epoch 2/2... Discriminator Loss: 0.4488... Generator Loss: 2.5689
Epoch 2/2... Discriminator Loss: 0.3724... Generator Loss: 3.5160
Epoch 2/2... Discriminator Loss: 0.3769... Generator Loss: 3.3762
Epoch 2/2... Discriminator Loss: 0.4037... Generator Loss: 2.8980
Epoch 2/2... Discriminator Loss: 0.5726... Generator Loss: 1.7555
Epoch 2/2... Discriminator Loss: 0.4530... Generator Loss: 2.3317
Epoch 2/2... Discriminator Loss: 0.6062... Generator Loss: 1.6322
Epoch 2/2... Discriminator Loss: 0.4678... Generator Loss: 2.2741
Epoch 2/2... Discriminator Loss: 0.3732... Generator Loss: 3.5973
Epoch 2/2... Discriminator Loss: 0.3641... Generator Loss: 3.5785
Epoch 2/2... Discriminator Loss: 0.5433... Generator Loss: 1.8216
Epoch 2/2... Discriminator Loss: 0.6362... Generator Loss: 1.6658
Epoch 2/2... Discriminator Loss: 0.5508... Generator Loss: 1.7458
Epoch 2/2... Discriminator Loss: 0.3673... Generator Loss: 3.6057
Epoch 2/2... Discriminator Loss: 0.4749... Generator Loss: 2.2636
Epoch 2/2... Discriminator Loss: 0.4049... Generator Loss: 2.7709
Epoch 2/2... Discriminator Loss: 0.4304... Generator Loss: 2.5266
Epoch 2/2... Discriminator Loss: 0.3813... Generator Loss: 3.2747
Epoch 2/2... Discriminator Loss: 0.3829... Generator Loss: 3.2551
Epoch 2/2... Discriminator Loss: 0.3614... Generator Loss: 3.7183
Epoch 2/2... Discriminator Loss: 0.4088... Generator Loss: 2.7348
Epoch 2/2... Discriminator Loss: 0.4881... Generator Loss: 2.1220
Epoch 2/2... Discriminator Loss: 0.4120... Generator Loss: 2.5998
Epoch 2/2... Discriminator Loss: 0.3813... Generator Loss: 3.1031
Epoch 2/2... Discriminator Loss: 2.7815... Generator Loss: 0.1216
Epoch 2/2... Discriminator Loss: 1.3420... Generator Loss: 0.6155
Epoch 2/2... Discriminator Loss: 0.9879... Generator Loss: 0.8037
Epoch 2/2... Discriminator Loss: 0.7995... Generator Loss: 1.0881
Epoch 2/2... Discriminator Loss: 1.7881... Generator Loss: 0.2992
Epoch 2/2... Discriminator Loss: 0.6619... Generator Loss: 1.3829
Epoch 2/2... Discriminator Loss: 0.7403... Generator Loss: 1.2425
Epoch 2/2... Discriminator Loss: 0.6525... Generator Loss: 1.4670
Epoch 2/2... Discriminator Loss: 0.5189... Generator Loss: 2.0915
Epoch 2/2... Discriminator Loss: 0.7123... Generator Loss: 1.2564
Epoch 2/2... Discriminator Loss: 0.5656... Generator Loss: 1.7122
Epoch 2/2... Discriminator Loss: 0.8254... Generator Loss: 1.0668
Epoch 2/2... Discriminator Loss: 0.4663... Generator Loss: 2.2684
Epoch 2/2... Discriminator Loss: 0.6079... Generator Loss: 1.5335
Epoch 2/2... Discriminator Loss: 0.6009... Generator Loss: 1.6659
Epoch 2/2... Discriminator Loss: 0.4702... Generator Loss: 2.3478
Epoch 2/2... Discriminator Loss: 0.6086... Generator Loss: 1.6813
Epoch 2/2... Discriminator Loss: 0.4698... Generator Loss: 2.2813
Epoch 2/2... Discriminator Loss: 0.6267... Generator Loss: 1.4869
Epoch 2/2... Discriminator Loss: 0.5653... Generator Loss: 1.6896
Epoch 2/2... Discriminator Loss: 0.5371... Generator Loss: 1.8795
Epoch 2/2... Discriminator Loss: 0.7552... Generator Loss: 1.2425
Epoch 2/2... Discriminator Loss: 0.8344... Generator Loss: 1.0556
Epoch 2/2... Discriminator Loss: 0.4437... Generator Loss: 2.4856
Epoch 2/2... Discriminator Loss: 0.4392... Generator Loss: 2.4208
Epoch 2/2... Discriminator Loss: 0.4410... Generator Loss: 2.5027
Epoch 2/2... Discriminator Loss: 0.7858... Generator Loss: 1.2469
Epoch 2/2... Discriminator Loss: 0.5091... Generator Loss: 2.0062
Epoch 2/2... Discriminator Loss: 0.7774... Generator Loss: 1.1278
Epoch 2/2... Discriminator Loss: 0.5880... Generator Loss: 1.5945
Epoch 2/2... Discriminator Loss: 0.9170... Generator Loss: 0.9512
Epoch 2/2... Discriminator Loss: 0.4548... Generator Loss: 2.2959
Epoch 2/2... Discriminator Loss: 0.5042... Generator Loss: 1.9865
Epoch 2/2... Discriminator Loss: 0.4545... Generator Loss: 2.3195
Epoch 2/2... Discriminator Loss: 0.7263... Generator Loss: 1.1877
Epoch 2/2... Discriminator Loss: 0.5969... Generator Loss: 1.5685
Epoch 2/2... Discriminator Loss: 0.4637... Generator Loss: 2.2098
Epoch 2/2... Discriminator Loss: 0.4680... Generator Loss: 2.2682
Epoch 2/2... Discriminator Loss: 0.4845... Generator Loss: 2.2061
Epoch 2/2... Discriminator Loss: 0.4288... Generator Loss: 2.4638
Epoch 2/2... Discriminator Loss: 0.3665... Generator Loss: 3.3971
Epoch 2/2... Discriminator Loss: 0.4228... Generator Loss: 2.6493
Epoch 2/2... Discriminator Loss: 0.4871... Generator Loss: 2.2099
Epoch 2/2... Discriminator Loss: 0.5293... Generator Loss: 1.8417
Epoch 2/2... Discriminator Loss: 0.4513... Generator Loss: 2.2753
Epoch 2/2... Discriminator Loss: 0.4835... Generator Loss: 2.1012
Epoch 2/2... Discriminator Loss: 0.3748... Generator Loss: 3.4124
Epoch 2/2... Discriminator Loss: 0.6430... Generator Loss: 1.7664
Epoch 2/2... Discriminator Loss: 0.4895... Generator Loss: 2.0471
Epoch 2/2... Discriminator Loss: 0.4741... Generator Loss: 2.1441
Epoch 2/2... Discriminator Loss: 0.4527... Generator Loss: 2.2761
Epoch 2/2... Discriminator Loss: 0.4316... Generator Loss: 2.7134
Epoch 2/2... Discriminator Loss: 0.4328... Generator Loss: 2.4923
Epoch 2/2... Discriminator Loss: 0.3952... Generator Loss: 2.9162
Epoch 2/2... Discriminator Loss: 0.7697... Generator Loss: 1.2903
Epoch 2/2... Discriminator Loss: 0.3884... Generator Loss: 3.0746
Epoch 2/2... Discriminator Loss: 0.3796... Generator Loss: 3.1797
Epoch 2/2... Discriminator Loss: 0.4855... Generator Loss: 2.0876
Epoch 2/2... Discriminator Loss: 0.4285... Generator Loss: 2.5520
Epoch 2/2... Discriminator Loss: 0.3925... Generator Loss: 3.0872
Epoch 2/2... Discriminator Loss: 0.6230... Generator Loss: 1.7996
Epoch 2/2... Discriminator Loss: 0.6426... Generator Loss: 1.5261
Epoch 2/2... Discriminator Loss: 0.4134... Generator Loss: 2.8206
Epoch 2/2... Discriminator Loss: 0.3884... Generator Loss: 2.9118
Epoch 2/2... Discriminator Loss: 0.4061... Generator Loss: 2.8339
Epoch 2/2... Discriminator Loss: 0.5701... Generator Loss: 2.0459
Epoch 2/2... Discriminator Loss: 0.4018... Generator Loss: 2.7959
Epoch 2/2... Discriminator Loss: 0.3670... Generator Loss: 3.4728
Epoch 2/2... Discriminator Loss: 0.4046... Generator Loss: 2.8154
Epoch 2/2... Discriminator Loss: 0.4486... Generator Loss: 2.7758
Epoch 2/2... Discriminator Loss: 0.4430... Generator Loss: 2.3979
Epoch 2/2... Discriminator Loss: 0.4400... Generator Loss: 2.3420
Epoch 2/2... Discriminator Loss: 0.4304... Generator Loss: 2.4657
Epoch 2/2... Discriminator Loss: 0.3911... Generator Loss: 3.0947
Epoch 2/2... Discriminator Loss: 0.5388... Generator Loss: 1.8362
Epoch 2/2... Discriminator Loss: 0.4444... Generator Loss: 2.4817
Epoch 2/2... Discriminator Loss: 0.3803... Generator Loss: 3.0762
Epoch 2/2... Discriminator Loss: 0.5601... Generator Loss: 1.7166
Epoch 2/2... Discriminator Loss: 0.3948... Generator Loss: 3.2735
Epoch 2/2... Discriminator Loss: 0.3787... Generator Loss: 3.2254
Epoch 2/2... Discriminator Loss: 0.3826... Generator Loss: 3.0901
Epoch 2/2... Discriminator Loss: 0.5263... Generator Loss: 1.8787
Epoch 2/2... Discriminator Loss: 0.6121... Generator Loss: 1.5580
Epoch 2/2... Discriminator Loss: 0.3979... Generator Loss: 2.8780
Epoch 2/2... Discriminator Loss: 0.4264... Generator Loss: 2.5171
Epoch 2/2... Discriminator Loss: 0.3751... Generator Loss: 3.2179
Epoch 2/2... Discriminator Loss: 0.4452... Generator Loss: 2.4085
Epoch 2/2... Discriminator Loss: 4.3209... Generator Loss: 7.6829
Epoch 2/2... Discriminator Loss: 1.7822... Generator Loss: 0.3134
Epoch 2/2... Discriminator Loss: 1.0025... Generator Loss: 0.8033
Epoch 2/2... Discriminator Loss: 1.0241... Generator Loss: 0.8370
Epoch 2/2... Discriminator Loss: 1.5135... Generator Loss: 0.4676
Epoch 2/2... Discriminator Loss: 2.4133... Generator Loss: 0.1776
Epoch 2/2... Discriminator Loss: 0.7226... Generator Loss: 1.3233
Epoch 2/2... Discriminator Loss: 0.6280... Generator Loss: 1.5483
Epoch 2/2... Discriminator Loss: 0.6390... Generator Loss: 1.4744
Epoch 2/2... Discriminator Loss: 0.5578... Generator Loss: 1.8635
Epoch 2/2... Discriminator Loss: 0.7847... Generator Loss: 1.2812
Epoch 2/2... Discriminator Loss: 0.7044... Generator Loss: 1.3223
Epoch 2/2... Discriminator Loss: 0.6274... Generator Loss: 1.5718
Epoch 2/2... Discriminator Loss: 0.7563... Generator Loss: 1.2068
Epoch 2/2... Discriminator Loss: 0.4785... Generator Loss: 2.3492
Epoch 2/2... Discriminator Loss: 0.3673... Generator Loss: 3.4044
Epoch 2/2... Discriminator Loss: 0.5060... Generator Loss: 2.1113
Epoch 2/2... Discriminator Loss: 0.4159... Generator Loss: 2.7703
Epoch 2/2... Discriminator Loss: 0.3942... Generator Loss: 3.0682
Epoch 2/2... Discriminator Loss: 0.7377... Generator Loss: 1.4274
Epoch 2/2... Discriminator Loss: 0.4874... Generator Loss: 2.1526
Epoch 2/2... Discriminator Loss: 0.4528... Generator Loss: 2.3176
Epoch 2/2... Discriminator Loss: 0.3599... Generator Loss: 3.6054
Epoch 2/2... Discriminator Loss: 0.5230... Generator Loss: 1.9476
Epoch 2/2... Discriminator Loss: 0.5774... Generator Loss: 1.7517
Epoch 2/2... Discriminator Loss: 0.5197... Generator Loss: 2.0202
Epoch 2/2... Discriminator Loss: 0.4510... Generator Loss: 2.4210
Epoch 2/2... Discriminator Loss: 0.3991... Generator Loss: 2.9775
Epoch 2/2... Discriminator Loss: 0.6666... Generator Loss: 1.3825
Epoch 2/2... Discriminator Loss: 0.5716... Generator Loss: 1.7070
Epoch 2/2... Discriminator Loss: 0.4734... Generator Loss: 2.1968
Epoch 2/2... Discriminator Loss: 0.4383... Generator Loss: 2.5514
Epoch 2/2... Discriminator Loss: 0.4549... Generator Loss: 2.2268
Epoch 2/2... Discriminator Loss: 0.4139... Generator Loss: 2.8422
Epoch 2/2... Discriminator Loss: 0.5767... Generator Loss: 1.7486
Epoch 2/2... Discriminator Loss: 0.5181... Generator Loss: 2.0559
Epoch 2/2... Discriminator Loss: 0.3776... Generator Loss: 3.1159
Epoch 2/2... Discriminator Loss: 0.3986... Generator Loss: 2.9111
Epoch 2/2... Discriminator Loss: 0.3851... Generator Loss: 3.1779
Epoch 2/2... Discriminator Loss: 0.4597... Generator Loss: 2.2883
Epoch 2/2... Discriminator Loss: 0.6154... Generator Loss: 1.6427
Epoch 2/2... Discriminator Loss: 0.7466... Generator Loss: 1.3125
Epoch 2/2... Discriminator Loss: 0.3856... Generator Loss: 3.0296
Epoch 2/2... Discriminator Loss: 0.4976... Generator Loss: 2.0416
Epoch 2/2... Discriminator Loss: 0.5190... Generator Loss: 1.9249
Epoch 2/2... Discriminator Loss: 0.4485... Generator Loss: 2.3210
Epoch 2/2... Discriminator Loss: 0.4384... Generator Loss: 2.4500
Epoch 2/2... Discriminator Loss: 0.4356... Generator Loss: 2.3769
Epoch 2/2... Discriminator Loss: 0.4099... Generator Loss: 2.8363
Epoch 2/2... Discriminator Loss: 0.4986... Generator Loss: 2.1574
Epoch 2/2... Discriminator Loss: 0.5039... Generator Loss: 1.9072
Epoch 2/2... Discriminator Loss: 0.5126... Generator Loss: 1.9975
Epoch 2/2... Discriminator Loss: 0.3700... Generator Loss: 3.4312
Epoch 2/2... Discriminator Loss: 0.4863... Generator Loss: 2.1215
Epoch 2/2... Discriminator Loss: 0.4332... Generator Loss: 2.5142
Epoch 2/2... Discriminator Loss: 0.6078... Generator Loss: 2.3131
Epoch 2/2... Discriminator Loss: 0.5231... Generator Loss: 2.1737
Epoch 2/2... Discriminator Loss: 3.7535... Generator Loss: 3.4480
Epoch 2/2... Discriminator Loss: 1.3389... Generator Loss: 0.5386
Epoch 2/2... Discriminator Loss: 1.5880... Generator Loss: 0.4566
Epoch 2/2... Discriminator Loss: 1.5998... Generator Loss: 0.4224
Epoch 2/2... Discriminator Loss: 0.8135... Generator Loss: 1.4180
Epoch 2/2... Discriminator Loss: 0.7462... Generator Loss: 1.2372
Epoch 2/2... Discriminator Loss: 1.2636... Generator Loss: 0.6397
Epoch 2/2... Discriminator Loss: 0.6756... Generator Loss: 1.4033
Epoch 2/2... Discriminator Loss: 0.6520... Generator Loss: 1.4072
Epoch 2/2... Discriminator Loss: 0.5978... Generator Loss: 1.6141
Epoch 2/2... Discriminator Loss: 2.0656... Generator Loss: 0.2826
Epoch 2/2... Discriminator Loss: 0.7600... Generator Loss: 1.1932
Epoch 2/2... Discriminator Loss: 0.6711... Generator Loss: 1.4181
Epoch 2/2... Discriminator Loss: 0.6994... Generator Loss: 1.4368
Epoch 2/2... Discriminator Loss: 0.5111... Generator Loss: 2.2268
Epoch 2/2... Discriminator Loss: 0.4740... Generator Loss: 2.1168
Epoch 2/2... Discriminator Loss: 1.0490... Generator Loss: 0.8910
Epoch 2/2... Discriminator Loss: 0.6074... Generator Loss: 1.6485
Epoch 2/2... Discriminator Loss: 0.9460... Generator Loss: 0.8719
Epoch 2/2... Discriminator Loss: 0.3832... Generator Loss: 3.1581
Epoch 2/2... Discriminator Loss: 0.4899... Generator Loss: 2.1755
Epoch 2/2... Discriminator Loss: 0.4408... Generator Loss: 2.4401
Epoch 2/2... Discriminator Loss: 0.5865... Generator Loss: 1.6481
Epoch 2/2... Discriminator Loss: 0.4411... Generator Loss: 2.5924
Epoch 2/2... Discriminator Loss: 0.4423... Generator Loss: 2.5189
Epoch 2/2... Discriminator Loss: 0.5033... Generator Loss: 2.0594
Epoch 2/2... Discriminator Loss: 0.4877... Generator Loss: 2.0765
Epoch 2/2... Discriminator Loss: 0.4576... Generator Loss: 2.4675
Epoch 2/2... Discriminator Loss: 0.3877... Generator Loss: 3.0086
Epoch 2/2... Discriminator Loss: 0.5413... Generator Loss: 1.8390
Epoch 2/2... Discriminator Loss: 0.5250... Generator Loss: 1.8906
Epoch 2/2... Discriminator Loss: 0.4677... Generator Loss: 2.2043
Epoch 2/2... Discriminator Loss: 0.3748... Generator Loss: 3.2831
Epoch 2/2... Discriminator Loss: 0.3949... Generator Loss: 2.9692
Epoch 2/2... Discriminator Loss: 0.4011... Generator Loss: 2.8863
Epoch 2/2... Discriminator Loss: 0.4807... Generator Loss: 2.2849
Epoch 2/2... Discriminator Loss: 0.4719... Generator Loss: 2.1757
Epoch 2/2... Discriminator Loss: 0.5877... Generator Loss: 1.5698
Epoch 2/2... Discriminator Loss: 0.5656... Generator Loss: 1.7749
Epoch 2/2... Discriminator Loss: 0.4035... Generator Loss: 2.9093
Epoch 2/2... Discriminator Loss: 0.3582... Generator Loss: 3.6531
Epoch 2/2... Discriminator Loss: 0.5841... Generator Loss: 1.9214
Epoch 2/2... Discriminator Loss: 0.4602... Generator Loss: 2.2625
Epoch 2/2... Discriminator Loss: 0.4160... Generator Loss: 2.5386
Epoch 2/2... Discriminator Loss: 0.4249... Generator Loss: 2.7927
Epoch 2/2... Discriminator Loss: 0.8899... Generator Loss: 1.0206
Epoch 2/2... Discriminator Loss: 0.3937... Generator Loss: 2.9740
Epoch 2/2... Discriminator Loss: 0.4451... Generator Loss: 2.3908
Epoch 2/2... Discriminator Loss: 0.5568... Generator Loss: 1.9013
Epoch 2/2... Discriminator Loss: 0.3838... Generator Loss: 3.1122
Epoch 2/2... Discriminator Loss: 0.4845... Generator Loss: 2.0392
Epoch 2/2... Discriminator Loss: 0.5732... Generator Loss: 1.6027
Epoch 2/2... Discriminator Loss: 0.5922... Generator Loss: 1.6479
Epoch 2/2... Discriminator Loss: 0.4258... Generator Loss: 2.5116
Epoch 2/2... Discriminator Loss: 0.3648... Generator Loss: 3.7192
Epoch 2/2... Discriminator Loss: 0.3396... Generator Loss: 4.6507
Epoch 2/2... Discriminator Loss: 0.3725... Generator Loss: 3.2333
Epoch 2/2... Discriminator Loss: 0.4554... Generator Loss: 2.2858
Epoch 2/2... Discriminator Loss: 0.4381... Generator Loss: 2.4093
Epoch 2/2... Discriminator Loss: 0.3703... Generator Loss: 3.4220
Epoch 2/2... Discriminator Loss: 0.7822... Generator Loss: 1.2449
Epoch 2/2... Discriminator Loss: 0.5192... Generator Loss: 1.8964
Epoch 2/2... Discriminator Loss: 0.4542... Generator Loss: 2.3981
Epoch 2/2... Discriminator Loss: 0.4098... Generator Loss: 2.8435
Epoch 2/2... Discriminator Loss: 0.4541... Generator Loss: 2.3314
Epoch 2/2... Discriminator Loss: 0.3767... Generator Loss: 3.3847
Epoch 2/2... Discriminator Loss: 0.4048... Generator Loss: 2.7854
Epoch 2/2... Discriminator Loss: 0.4119... Generator Loss: 2.6020
Epoch 2/2... Discriminator Loss: 1.1111... Generator Loss: 4.6026
Epoch 2/2... Discriminator Loss: 0.8888... Generator Loss: 0.9059
Epoch 2/2... Discriminator Loss: 0.5263... Generator Loss: 1.8679
Epoch 2/2... Discriminator Loss: 0.5818... Generator Loss: 1.6383
Epoch 2/2... Discriminator Loss: 0.5983... Generator Loss: 1.6018
Epoch 2/2... Discriminator Loss: 0.6390... Generator Loss: 1.4371
Epoch 2/2... Discriminator Loss: 0.4894... Generator Loss: 2.0428
Epoch 2/2... Discriminator Loss: 0.7681... Generator Loss: 1.1338
Epoch 2/2... Discriminator Loss: 0.5376... Generator Loss: 1.8555
Epoch 2/2... Discriminator Loss: 1.0787... Generator Loss: 0.7408
Epoch 2/2... Discriminator Loss: 0.5878... Generator Loss: 1.6694
Epoch 2/2... Discriminator Loss: 0.4849... Generator Loss: 2.1044
Epoch 2/2... Discriminator Loss: 0.4148... Generator Loss: 2.6322
Epoch 2/2... Discriminator Loss: 0.4484... Generator Loss: 2.4024
Epoch 2/2... Discriminator Loss: 0.6334... Generator Loss: 1.4287
Epoch 2/2... Discriminator Loss: 0.4995... Generator Loss: 2.0843
Epoch 2/2... Discriminator Loss: 0.5777... Generator Loss: 1.6582
Epoch 2/2... Discriminator Loss: 0.4054... Generator Loss: 2.8566
Epoch 2/2... Discriminator Loss: 0.4538... Generator Loss: 2.3608
Epoch 2/2... Discriminator Loss: 0.4522... Generator Loss: 2.3535
Epoch 2/2... Discriminator Loss: 0.4553... Generator Loss: 2.3475
Epoch 2/2... Discriminator Loss: 0.3915... Generator Loss: 3.1594
Epoch 2/2... Discriminator Loss: 0.7245... Generator Loss: 1.7372
Epoch 2/2... Discriminator Loss: 0.3487... Generator Loss: 4.1992
Epoch 2/2... Discriminator Loss: 0.4697... Generator Loss: 2.3002
Epoch 2/2... Discriminator Loss: 0.3924... Generator Loss: 2.9853
Epoch 2/2... Discriminator Loss: 0.3808... Generator Loss: 3.2149
Epoch 2/2... Discriminator Loss: 0.4646... Generator Loss: 2.1677
Epoch 2/2... Discriminator Loss: 0.4377... Generator Loss: 2.4918
Epoch 2/2... Discriminator Loss: 0.5743... Generator Loss: 1.8306
Epoch 2/2... Discriminator Loss: 0.3528... Generator Loss: 4.0813
Epoch 2/2... Discriminator Loss: 0.4666... Generator Loss: 2.2303
Epoch 2/2... Discriminator Loss: 0.4966... Generator Loss: 1.9968
Epoch 2/2... Discriminator Loss: 0.4834... Generator Loss: 2.1574
Epoch 2/2... Discriminator Loss: 0.5724... Generator Loss: 1.6920
Epoch 2/2... Discriminator Loss: 0.4365... Generator Loss: 2.4694
Epoch 2/2... Discriminator Loss: 0.5996... Generator Loss: 1.5351
Epoch 2/2... Discriminator Loss: 0.6001... Generator Loss: 1.6590
Epoch 2/2... Discriminator Loss: 0.4541... Generator Loss: 2.2738
Epoch 2/2... Discriminator Loss: 0.3506... Generator Loss: 3.9520
Epoch 2/2... Discriminator Loss: 0.4429... Generator Loss: 2.4712
Epoch 2/2... Discriminator Loss: 0.4652... Generator Loss: 2.3069
Epoch 2/2... Discriminator Loss: 0.3773... Generator Loss: 3.4500
Epoch 2/2... Discriminator Loss: 0.3870... Generator Loss: 2.9621
Epoch 2/2... Discriminator Loss: 0.5463... Generator Loss: 1.7473
Epoch 2/2... Discriminator Loss: 0.6109... Generator Loss: 1.4880
Epoch 2/2... Discriminator Loss: 0.4355... Generator Loss: 2.5512
Epoch 2/2... Discriminator Loss: 0.3941... Generator Loss: 2.8796
Epoch 2/2... Discriminator Loss: 0.7498... Generator Loss: 1.1822
Epoch 2/2... Discriminator Loss: 0.4016... Generator Loss: 2.7626
Epoch 2/2... Discriminator Loss: 0.4547... Generator Loss: 2.2918
Epoch 2/2... Discriminator Loss: 0.4200... Generator Loss: 2.6584
Epoch 2/2... Discriminator Loss: 0.5386... Generator Loss: 1.7618
Epoch 2/2... Discriminator Loss: 0.3970... Generator Loss: 2.9665
Epoch 2/2... Discriminator Loss: 0.4148... Generator Loss: 2.6845
Epoch 2/2... Discriminator Loss: 0.4506... Generator Loss: 2.2857
Epoch 2/2... Discriminator Loss: 0.5963... Generator Loss: 1.5625
Epoch 2/2... Discriminator Loss: 0.4167... Generator Loss: 2.5850
Epoch 2/2... Discriminator Loss: 0.5233... Generator Loss: 1.7643
Epoch 2/2... Discriminator Loss: 0.8161... Generator Loss: 1.1560
Epoch 2/2... Discriminator Loss: 0.7642... Generator Loss: 1.1322
Epoch 2/2... Discriminator Loss: 0.5796... Generator Loss: 1.6731
Epoch 2/2... Discriminator Loss: 0.4610... Generator Loss: 2.3783
Epoch 2/2... Discriminator Loss: 0.4221... Generator Loss: 2.5217
Epoch 2/2... Discriminator Loss: 0.4599... Generator Loss: 2.2269
Epoch 2/2... Discriminator Loss: 0.3780... Generator Loss: 3.3534
Epoch 2/2... Discriminator Loss: 0.3868... Generator Loss: 3.0336
Epoch 2/2... Discriminator Loss: 0.4245... Generator Loss: 2.5366
Epoch 2/2... Discriminator Loss: 0.4468... Generator Loss: 2.4817
Epoch 2/2... Discriminator Loss: 0.3973... Generator Loss: 2.9543
Epoch 2/2... Discriminator Loss: 0.5362... Generator Loss: 1.9055
Epoch 2/2... Discriminator Loss: 0.4712... Generator Loss: 2.3502
Epoch 2/2... Discriminator Loss: 0.4114... Generator Loss: 2.7942
Epoch 2/2... Discriminator Loss: 0.3839... Generator Loss: 3.2236
Epoch 2/2... Discriminator Loss: 0.3946... Generator Loss: 2.9087
Epoch 2/2... Discriminator Loss: 0.3767... Generator Loss: 3.2208
Epoch 2/2... Discriminator Loss: 0.4503... Generator Loss: 2.2292
Epoch 2/2... Discriminator Loss: 0.4936... Generator Loss: 2.0896
Epoch 2/2... Discriminator Loss: 0.4722... Generator Loss: 2.1337
Epoch 2/2... Discriminator Loss: 0.3844... Generator Loss: 2.9904
Epoch 2/2... Discriminator Loss: 0.4325... Generator Loss: 2.4875
Epoch 2/2... Discriminator Loss: 0.3446... Generator Loss: 4.5496
Epoch 2/2... Discriminator Loss: 0.3957... Generator Loss: 2.8658
Epoch 2/2... Discriminator Loss: 0.4535... Generator Loss: 2.2530
Epoch 2/2... Discriminator Loss: 0.4380... Generator Loss: 2.3895
Epoch 2/2... Discriminator Loss: 0.3997... Generator Loss: 2.9372
Epoch 2/2... Discriminator Loss: 0.4490... Generator Loss: 2.4537
Epoch 2/2... Discriminator Loss: 0.4498... Generator Loss: 2.3184
Epoch 2/2... Discriminator Loss: 0.4579... Generator Loss: 2.3315
Epoch 2/2... Discriminator Loss: 0.5306... Generator Loss: 1.8540
Epoch 2/2... Discriminator Loss: 0.3715... Generator Loss: 3.4147
Epoch 2/2... Discriminator Loss: 0.3527... Generator Loss: 3.9099
Epoch 2/2... Discriminator Loss: 0.4123... Generator Loss: 2.6773
Epoch 2/2... Discriminator Loss: 3.6925... Generator Loss: 0.0594
Epoch 2/2... Discriminator Loss: 1.4022... Generator Loss: 4.2120
Epoch 2/2... Discriminator Loss: 0.7817... Generator Loss: 2.6589
Epoch 2/2... Discriminator Loss: 1.0709... Generator Loss: 0.7636
Epoch 2/2... Discriminator Loss: 0.5803... Generator Loss: 1.6506
Epoch 2/2... Discriminator Loss: 0.9491... Generator Loss: 0.9115
Epoch 2/2... Discriminator Loss: 0.8380... Generator Loss: 1.0824
Epoch 2/2... Discriminator Loss: 0.6473... Generator Loss: 1.3857
Epoch 2/2... Discriminator Loss: 0.4324... Generator Loss: 2.6109
Epoch 2/2... Discriminator Loss: 0.6406... Generator Loss: 1.4921
Epoch 2/2... Discriminator Loss: 0.5042... Generator Loss: 1.9340
Epoch 2/2... Discriminator Loss: 0.7856... Generator Loss: 1.2996
Epoch 2/2... Discriminator Loss: 0.4036... Generator Loss: 2.8766
Epoch 2/2... Discriminator Loss: 0.7529... Generator Loss: 1.3031
Epoch 2/2... Discriminator Loss: 0.5319... Generator Loss: 1.9351
Epoch 2/2... Discriminator Loss: 0.5863... Generator Loss: 1.7316
Epoch 2/2... Discriminator Loss: 0.6180... Generator Loss: 1.6138
Epoch 2/2... Discriminator Loss: 0.5925... Generator Loss: 1.4983
Epoch 2/2... Discriminator Loss: 0.5179... Generator Loss: 2.0034
Epoch 2/2... Discriminator Loss: 0.4411... Generator Loss: 2.5857
Epoch 2/2... Discriminator Loss: 2.0670... Generator Loss: 0.2410
Epoch 2/2... Discriminator Loss: 0.6488... Generator Loss: 1.5374
Epoch 2/2... Discriminator Loss: 0.4089... Generator Loss: 2.7420
Epoch 2/2... Discriminator Loss: 0.7634... Generator Loss: 1.2066
Epoch 2/2... Discriminator Loss: 0.5421... Generator Loss: 1.8671
Epoch 2/2... Discriminator Loss: 0.3663... Generator Loss: 3.6720
Epoch 2/2... Discriminator Loss: 0.5502... Generator Loss: 1.8751
Epoch 2/2... Discriminator Loss: 0.5775... Generator Loss: 1.7844
Epoch 2/2... Discriminator Loss: 0.3812... Generator Loss: 3.3753
Epoch 2/2... Discriminator Loss: 0.4909... Generator Loss: 2.1497
Epoch 2/2... Discriminator Loss: 0.4708... Generator Loss: 2.1705
Epoch 2/2... Discriminator Loss: 0.4892... Generator Loss: 2.1364
Epoch 2/2... Discriminator Loss: 0.4641... Generator Loss: 2.2203

CelebA

Run your GANs on CelebA. It will take around 20 minutes on the average GPU to run one epoch. You can run the whole epoch or stop when it starts to generate realistic faces.

In [43]:
batch_size = 16
z_dim = 6272
learning_rate = 0.0002
beta1 = 0.1



"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
epochs = 1

celeba_dataset = helper.Dataset('celeba', glob(os.path.join(data_dir, 'img_align_celeba/*.jpg')))
with tf.Graph().as_default():
    train(epochs, batch_size, z_dim, learning_rate, beta1, celeba_dataset.get_batches,
          celeba_dataset.shape, celeba_dataset.image_mode)
Epoch 1/1... Discriminator Loss: 4.2386... Generator Loss: 0.0294
Epoch 1/1... Discriminator Loss: 3.6241... Generator Loss: 0.0500
Epoch 1/1... Discriminator Loss: 2.9555... Generator Loss: 0.1116
Epoch 1/1... Discriminator Loss: 2.4076... Generator Loss: 0.1652
Epoch 1/1... Discriminator Loss: 2.1988... Generator Loss: 0.1978
Epoch 1/1... Discriminator Loss: 3.0723... Generator Loss: 0.0873
Epoch 1/1... Discriminator Loss: 2.6618... Generator Loss: 0.1236
Epoch 1/1... Discriminator Loss: 2.3067... Generator Loss: 0.1939
Epoch 1/1... Discriminator Loss: 2.9930... Generator Loss: 0.0961
Epoch 1/1... Discriminator Loss: 2.1163... Generator Loss: 0.2155
Epoch 1/1... Discriminator Loss: 1.8780... Generator Loss: 0.2703
Epoch 1/1... Discriminator Loss: 2.7281... Generator Loss: 0.1654
Epoch 1/1... Discriminator Loss: 2.5709... Generator Loss: 0.1498
Epoch 1/1... Discriminator Loss: 1.6365... Generator Loss: 0.3646
Epoch 1/1... Discriminator Loss: 2.6826... Generator Loss: 0.1475
Epoch 1/1... Discriminator Loss: 2.2015... Generator Loss: 0.1961
Epoch 1/1... Discriminator Loss: 1.3988... Generator Loss: 0.4967
Epoch 1/1... Discriminator Loss: 2.6671... Generator Loss: 0.1163
Epoch 1/1... Discriminator Loss: 2.1896... Generator Loss: 0.2135
Epoch 1/1... Discriminator Loss: 3.5493... Generator Loss: 0.0636
Epoch 1/1... Discriminator Loss: 4.1255... Generator Loss: 0.0400
Epoch 1/1... Discriminator Loss: 2.1266... Generator Loss: 0.2642
Epoch 1/1... Discriminator Loss: 1.4698... Generator Loss: 1.3356
Epoch 1/1... Discriminator Loss: 4.4252... Generator Loss: 0.0408
Epoch 1/1... Discriminator Loss: 3.1510... Generator Loss: 0.1432
Epoch 1/1... Discriminator Loss: 2.1027... Generator Loss: 0.3462
Epoch 1/1... Discriminator Loss: 2.5319... Generator Loss: 0.2549
Epoch 1/1... Discriminator Loss: 0.6719... Generator Loss: 2.0376
Epoch 1/1... Discriminator Loss: 1.1478... Generator Loss: 0.8804
Epoch 1/1... Discriminator Loss: 0.9670... Generator Loss: 1.4345
Epoch 1/1... Discriminator Loss: 0.8631... Generator Loss: 2.2558
Epoch 1/1... Discriminator Loss: 1.3231... Generator Loss: 0.9835
Epoch 1/1... Discriminator Loss: 0.7391... Generator Loss: 1.9310
Epoch 1/1... Discriminator Loss: 0.8743... Generator Loss: 1.4682
Epoch 1/1... Discriminator Loss: 0.7496... Generator Loss: 1.5691
Epoch 1/1... Discriminator Loss: 0.6614... Generator Loss: 1.5597
Epoch 1/1... Discriminator Loss: 0.8479... Generator Loss: 1.2571
Epoch 1/1... Discriminator Loss: 1.2939... Generator Loss: 0.7458
Epoch 1/1... Discriminator Loss: 1.9484... Generator Loss: 0.2789
Epoch 1/1... Discriminator Loss: 0.8126... Generator Loss: 1.1756
Epoch 1/1... Discriminator Loss: 0.6280... Generator Loss: 1.9838
Epoch 1/1... Discriminator Loss: 0.3624... Generator Loss: 4.6729
Epoch 1/1... Discriminator Loss: 2.1630... Generator Loss: 0.2427
Epoch 1/1... Discriminator Loss: 2.3202... Generator Loss: 0.1769
Epoch 1/1... Discriminator Loss: 1.2705... Generator Loss: 0.6447
Epoch 1/1... Discriminator Loss: 2.6640... Generator Loss: 0.1390
Epoch 1/1... Discriminator Loss: 1.1361... Generator Loss: 0.7013
Epoch 1/1... Discriminator Loss: 1.2263... Generator Loss: 0.7084
Epoch 1/1... Discriminator Loss: 1.0901... Generator Loss: 0.9530
Epoch 1/1... Discriminator Loss: 1.4204... Generator Loss: 0.6985
Epoch 1/1... Discriminator Loss: 0.7984... Generator Loss: 1.5864
Epoch 1/1... Discriminator Loss: 2.0578... Generator Loss: 0.4309
Epoch 1/1... Discriminator Loss: 0.8178... Generator Loss: 3.3107
Epoch 1/1... Discriminator Loss: 0.7424... Generator Loss: 1.6308
Epoch 1/1... Discriminator Loss: 1.5358... Generator Loss: 0.5458
Epoch 1/1... Discriminator Loss: 1.1318... Generator Loss: 0.8018
Epoch 1/1... Discriminator Loss: 1.6372... Generator Loss: 0.4283
Epoch 1/1... Discriminator Loss: 4.7121... Generator Loss: 0.0190
Epoch 1/1... Discriminator Loss: 1.0529... Generator Loss: 0.8219
Epoch 1/1... Discriminator Loss: 1.4198... Generator Loss: 4.3442
Epoch 1/1... Discriminator Loss: 1.2396... Generator Loss: 0.5767
Epoch 1/1... Discriminator Loss: 2.4004... Generator Loss: 1.9683
Epoch 1/1... Discriminator Loss: 1.2722... Generator Loss: 0.5879
Epoch 1/1... Discriminator Loss: 3.4495... Generator Loss: 0.0597
Epoch 1/1... Discriminator Loss: 1.0648... Generator Loss: 1.0426
Epoch 1/1... Discriminator Loss: 0.7563... Generator Loss: 1.3561
Epoch 1/1... Discriminator Loss: 1.2126... Generator Loss: 0.8008
Epoch 1/1... Discriminator Loss: 1.9417... Generator Loss: 0.2668
Epoch 1/1... Discriminator Loss: 0.6826... Generator Loss: 2.2821
Epoch 1/1... Discriminator Loss: 1.0872... Generator Loss: 0.9321
Epoch 1/1... Discriminator Loss: 1.1296... Generator Loss: 0.7257
Epoch 1/1... Discriminator Loss: 1.8312... Generator Loss: 0.3077
Epoch 1/1... Discriminator Loss: 1.1144... Generator Loss: 0.7166
Epoch 1/1... Discriminator Loss: 1.1389... Generator Loss: 0.7046
Epoch 1/1... Discriminator Loss: 1.5551... Generator Loss: 0.5141
Epoch 1/1... Discriminator Loss: 1.7922... Generator Loss: 0.3376
Epoch 1/1... Discriminator Loss: 0.7563... Generator Loss: 1.6917
Epoch 1/1... Discriminator Loss: 1.4534... Generator Loss: 0.5153
Epoch 1/1... Discriminator Loss: 0.7134... Generator Loss: 1.5111
Epoch 1/1... Discriminator Loss: 1.7121... Generator Loss: 0.4753
Epoch 1/1... Discriminator Loss: 1.4573... Generator Loss: 0.6188
Epoch 1/1... Discriminator Loss: 2.1129... Generator Loss: 0.2714
Epoch 1/1... Discriminator Loss: 1.7772... Generator Loss: 0.3359
Epoch 1/1... Discriminator Loss: 1.4206... Generator Loss: 0.7428
Epoch 1/1... Discriminator Loss: 1.1269... Generator Loss: 0.8930
Epoch 1/1... Discriminator Loss: 3.5975... Generator Loss: 0.0540
Epoch 1/1... Discriminator Loss: 1.0247... Generator Loss: 0.9302
Epoch 1/1... Discriminator Loss: 2.1557... Generator Loss: 0.2520
Epoch 1/1... Discriminator Loss: 1.1835... Generator Loss: 0.7247
Epoch 1/1... Discriminator Loss: 1.5060... Generator Loss: 0.4695
Epoch 1/1... Discriminator Loss: 1.3936... Generator Loss: 0.5052
Epoch 1/1... Discriminator Loss: 1.5765... Generator Loss: 0.5116
Epoch 1/1... Discriminator Loss: 1.1242... Generator Loss: 0.9118
Epoch 1/1... Discriminator Loss: 0.8914... Generator Loss: 1.1948
Epoch 1/1... Discriminator Loss: 0.8144... Generator Loss: 1.1784
Epoch 1/1... Discriminator Loss: 1.2632... Generator Loss: 0.6164
Epoch 1/1... Discriminator Loss: 2.1322... Generator Loss: 0.2360
Epoch 1/1... Discriminator Loss: 2.8307... Generator Loss: 0.1521
Epoch 1/1... Discriminator Loss: 1.6109... Generator Loss: 0.4160
Epoch 1/1... Discriminator Loss: 2.0618... Generator Loss: 0.3940
Epoch 1/1... Discriminator Loss: 3.8806... Generator Loss: 0.0571
Epoch 1/1... Discriminator Loss: 2.1285... Generator Loss: 0.3310
Epoch 1/1... Discriminator Loss: 2.0511... Generator Loss: 0.2524
Epoch 1/1... Discriminator Loss: 1.7241... Generator Loss: 0.3404
Epoch 1/1... Discriminator Loss: 1.4215... Generator Loss: 0.6167
Epoch 1/1... Discriminator Loss: 1.6420... Generator Loss: 0.5205
Epoch 1/1... Discriminator Loss: 0.9083... Generator Loss: 1.4660
Epoch 1/1... Discriminator Loss: 2.4607... Generator Loss: 0.1812
Epoch 1/1... Discriminator Loss: 1.0340... Generator Loss: 0.9289
Epoch 1/1... Discriminator Loss: 0.8690... Generator Loss: 1.1309
Epoch 1/1... Discriminator Loss: 1.0903... Generator Loss: 0.7750
Epoch 1/1... Discriminator Loss: 2.7818... Generator Loss: 0.1544
Epoch 1/1... Discriminator Loss: 1.1831... Generator Loss: 0.8236
Epoch 1/1... Discriminator Loss: 2.2582... Generator Loss: 0.2229
Epoch 1/1... Discriminator Loss: 0.6472... Generator Loss: 1.5880
Epoch 1/1... Discriminator Loss: 1.6037... Generator Loss: 0.3756
Epoch 1/1... Discriminator Loss: 1.9676... Generator Loss: 0.2934
Epoch 1/1... Discriminator Loss: 1.2333... Generator Loss: 0.8641
Epoch 1/1... Discriminator Loss: 2.7181... Generator Loss: 0.1367
Epoch 1/1... Discriminator Loss: 1.5744... Generator Loss: 0.4652
Epoch 1/1... Discriminator Loss: 1.4002... Generator Loss: 0.7542
Epoch 1/1... Discriminator Loss: 1.2231... Generator Loss: 0.7288
Epoch 1/1... Discriminator Loss: 1.8526... Generator Loss: 0.3732
Epoch 1/1... Discriminator Loss: 0.9942... Generator Loss: 1.1204
Epoch 1/1... Discriminator Loss: 2.0221... Generator Loss: 0.2650
Epoch 1/1... Discriminator Loss: 1.8749... Generator Loss: 0.3726
Epoch 1/1... Discriminator Loss: 1.7425... Generator Loss: 0.4405
Epoch 1/1... Discriminator Loss: 1.2027... Generator Loss: 0.6618
Epoch 1/1... Discriminator Loss: 1.1837... Generator Loss: 0.7931
Epoch 1/1... Discriminator Loss: 1.3489... Generator Loss: 0.6488
Epoch 1/1... Discriminator Loss: 1.3810... Generator Loss: 0.5070
Epoch 1/1... Discriminator Loss: 1.0796... Generator Loss: 0.8539
Epoch 1/1... Discriminator Loss: 3.3419... Generator Loss: 0.1241
Epoch 1/1... Discriminator Loss: 2.0477... Generator Loss: 0.2706
Epoch 1/1... Discriminator Loss: 1.7308... Generator Loss: 0.5203
Epoch 1/1... Discriminator Loss: 1.1122... Generator Loss: 1.4276
Epoch 1/1... Discriminator Loss: 1.5562... Generator Loss: 0.4260
Epoch 1/1... Discriminator Loss: 1.0201... Generator Loss: 1.5545
Epoch 1/1... Discriminator Loss: 2.2776... Generator Loss: 0.1958
Epoch 1/1... Discriminator Loss: 1.6424... Generator Loss: 0.3977
Epoch 1/1... Discriminator Loss: 1.5735... Generator Loss: 0.6160
Epoch 1/1... Discriminator Loss: 1.4230... Generator Loss: 0.6455
Epoch 1/1... Discriminator Loss: 1.6721... Generator Loss: 0.4397
Epoch 1/1... Discriminator Loss: 1.1326... Generator Loss: 0.8419
Epoch 1/1... Discriminator Loss: 1.1345... Generator Loss: 0.7594
Epoch 1/1... Discriminator Loss: 3.7226... Generator Loss: 0.0592
Epoch 1/1... Discriminator Loss: 1.9054... Generator Loss: 0.4620
Epoch 1/1... Discriminator Loss: 2.8260... Generator Loss: 0.1445
Epoch 1/1... Discriminator Loss: 1.6536... Generator Loss: 0.4110
Epoch 1/1... Discriminator Loss: 2.1585... Generator Loss: 0.2801
Epoch 1/1... Discriminator Loss: 1.5928... Generator Loss: 0.5224
Epoch 1/1... Discriminator Loss: 2.6620... Generator Loss: 0.1913
Epoch 1/1... Discriminator Loss: 1.3842... Generator Loss: 1.3299
Epoch 1/1... Discriminator Loss: 2.0535... Generator Loss: 0.2864
Epoch 1/1... Discriminator Loss: 2.1259... Generator Loss: 0.2478
Epoch 1/1... Discriminator Loss: 1.4355... Generator Loss: 0.6357
Epoch 1/1... Discriminator Loss: 2.1751... Generator Loss: 0.2699
Epoch 1/1... Discriminator Loss: 3.0926... Generator Loss: 0.1430
Epoch 1/1... Discriminator Loss: 1.8362... Generator Loss: 0.3161
Epoch 1/1... Discriminator Loss: 1.4548... Generator Loss: 0.7032
Epoch 1/1... Discriminator Loss: 2.1393... Generator Loss: 0.2336
Epoch 1/1... Discriminator Loss: 1.3927... Generator Loss: 0.7818
Epoch 1/1... Discriminator Loss: 3.1819... Generator Loss: 0.0851
Epoch 1/1... Discriminator Loss: 1.7091... Generator Loss: 0.4477
Epoch 1/1... Discriminator Loss: 1.8191... Generator Loss: 0.3678
Epoch 1/1... Discriminator Loss: 1.6184... Generator Loss: 0.4657
Epoch 1/1... Discriminator Loss: 2.2777... Generator Loss: 0.1944
Epoch 1/1... Discriminator Loss: 3.5314... Generator Loss: 0.0573
Epoch 1/1... Discriminator Loss: 2.1076... Generator Loss: 0.2545
Epoch 1/1... Discriminator Loss: 1.5436... Generator Loss: 0.5340
Epoch 1/1... Discriminator Loss: 1.9177... Generator Loss: 0.3975
Epoch 1/1... Discriminator Loss: 2.4682... Generator Loss: 0.2536
Epoch 1/1... Discriminator Loss: 2.8521... Generator Loss: 0.1522
Epoch 1/1... Discriminator Loss: 2.7875... Generator Loss: 0.1323
Epoch 1/1... Discriminator Loss: 3.7696... Generator Loss: 0.0550
Epoch 1/1... Discriminator Loss: 3.7918... Generator Loss: 0.0799
Epoch 1/1... Discriminator Loss: 2.0360... Generator Loss: 0.2931
Epoch 1/1... Discriminator Loss: 2.1865... Generator Loss: 0.2460
Epoch 1/1... Discriminator Loss: 1.9961... Generator Loss: 0.2891
Epoch 1/1... Discriminator Loss: 2.1509... Generator Loss: 0.2751
Epoch 1/1... Discriminator Loss: 1.3833... Generator Loss: 0.6145
Epoch 1/1... Discriminator Loss: 2.7695... Generator Loss: 0.1903
Epoch 1/1... Discriminator Loss: 2.9576... Generator Loss: 0.1250
Epoch 1/1... Discriminator Loss: 1.3187... Generator Loss: 0.8636
Epoch 1/1... Discriminator Loss: 1.8531... Generator Loss: 0.2999
Epoch 1/1... Discriminator Loss: 3.0028... Generator Loss: 0.1149
Epoch 1/1... Discriminator Loss: 2.5489... Generator Loss: 0.1645
Epoch 1/1... Discriminator Loss: 0.8329... Generator Loss: 2.0688
Epoch 1/1... Discriminator Loss: 1.6980... Generator Loss: 0.3385
Epoch 1/1... Discriminator Loss: 2.1550... Generator Loss: 0.2739
Epoch 1/1... Discriminator Loss: 4.0468... Generator Loss: 0.0366
Epoch 1/1... Discriminator Loss: 3.1498... Generator Loss: 0.0907
Epoch 1/1... Discriminator Loss: 1.4427... Generator Loss: 0.6577
Epoch 1/1... Discriminator Loss: 1.2483... Generator Loss: 0.7025
Epoch 1/1... Discriminator Loss: 1.8155... Generator Loss: 0.4538
Epoch 1/1... Discriminator Loss: 1.6486... Generator Loss: 0.4634
Epoch 1/1... Discriminator Loss: 2.2947... Generator Loss: 0.2326
Epoch 1/1... Discriminator Loss: 1.5832... Generator Loss: 0.4312
Epoch 1/1... Discriminator Loss: 1.8076... Generator Loss: 0.3369
Epoch 1/1... Discriminator Loss: 1.0326... Generator Loss: 1.0500
Epoch 1/1... Discriminator Loss: 2.5667... Generator Loss: 0.1907
Epoch 1/1... Discriminator Loss: 1.6392... Generator Loss: 0.4868
Epoch 1/1... Discriminator Loss: 1.3523... Generator Loss: 0.5636
Epoch 1/1... Discriminator Loss: 1.4017... Generator Loss: 0.6411
Epoch 1/1... Discriminator Loss: 1.7686... Generator Loss: 0.3163
Epoch 1/1... Discriminator Loss: 2.0403... Generator Loss: 0.2498
Epoch 1/1... Discriminator Loss: 3.2805... Generator Loss: 0.0757
Epoch 1/1... Discriminator Loss: 2.3581... Generator Loss: 0.2316
Epoch 1/1... Discriminator Loss: 1.4897... Generator Loss: 0.6122
Epoch 1/1... Discriminator Loss: 2.7088... Generator Loss: 0.2334
Epoch 1/1... Discriminator Loss: 2.2912... Generator Loss: 0.2883
Epoch 1/1... Discriminator Loss: 2.5133... Generator Loss: 0.1581
Epoch 1/1... Discriminator Loss: 1.4752... Generator Loss: 0.5374
Epoch 1/1... Discriminator Loss: 2.8845... Generator Loss: 0.1510
Epoch 1/1... Discriminator Loss: 2.1622... Generator Loss: 0.2239
Epoch 1/1... Discriminator Loss: 2.1791... Generator Loss: 0.2441
Epoch 1/1... Discriminator Loss: 4.0597... Generator Loss: 0.0323
Epoch 1/1... Discriminator Loss: 2.5024... Generator Loss: 0.1413
Epoch 1/1... Discriminator Loss: 1.1527... Generator Loss: 0.8103
Epoch 1/1... Discriminator Loss: 2.9925... Generator Loss: 0.1009
Epoch 1/1... Discriminator Loss: 1.7951... Generator Loss: 0.3589
Epoch 1/1... Discriminator Loss: 1.4803... Generator Loss: 0.7479
Epoch 1/1... Discriminator Loss: 1.7796... Generator Loss: 0.3572
Epoch 1/1... Discriminator Loss: 1.0995... Generator Loss: 1.4482
Epoch 1/1... Discriminator Loss: 2.3360... Generator Loss: 0.2241
Epoch 1/1... Discriminator Loss: 2.3078... Generator Loss: 0.1941
Epoch 1/1... Discriminator Loss: 2.0979... Generator Loss: 0.3605
Epoch 1/1... Discriminator Loss: 3.7234... Generator Loss: 0.0477
Epoch 1/1... Discriminator Loss: 1.9939... Generator Loss: 0.3810
Epoch 1/1... Discriminator Loss: 2.6738... Generator Loss: 0.2020
Epoch 1/1... Discriminator Loss: 1.5863... Generator Loss: 0.5139
Epoch 1/1... Discriminator Loss: 1.7203... Generator Loss: 0.4490
Epoch 1/1... Discriminator Loss: 3.4685... Generator Loss: 0.0798
Epoch 1/1... Discriminator Loss: 2.7517... Generator Loss: 0.1755
Epoch 1/1... Discriminator Loss: 3.8152... Generator Loss: 0.0466
Epoch 1/1... Discriminator Loss: 2.2155... Generator Loss: 0.2351
Epoch 1/1... Discriminator Loss: 2.9321... Generator Loss: 0.1036
Epoch 1/1... Discriminator Loss: 4.3216... Generator Loss: 0.0292
Epoch 1/1... Discriminator Loss: 2.8861... Generator Loss: 0.0962
Epoch 1/1... Discriminator Loss: 2.9911... Generator Loss: 0.1218
Epoch 1/1... Discriminator Loss: 2.6668... Generator Loss: 0.1741
Epoch 1/1... Discriminator Loss: 1.6135... Generator Loss: 0.4248
Epoch 1/1... Discriminator Loss: 1.8646... Generator Loss: 0.3143
Epoch 1/1... Discriminator Loss: 2.1149... Generator Loss: 0.2268
Epoch 1/1... Discriminator Loss: 2.4799... Generator Loss: 0.1601
Epoch 1/1... Discriminator Loss: 1.6476... Generator Loss: 0.4390
Epoch 1/1... Discriminator Loss: 1.3501... Generator Loss: 0.6777
Epoch 1/1... Discriminator Loss: 1.9437... Generator Loss: 0.3278
Epoch 1/1... Discriminator Loss: 2.2050... Generator Loss: 0.2485
Epoch 1/1... Discriminator Loss: 1.3372... Generator Loss: 1.4652
Epoch 1/1... Discriminator Loss: 2.5923... Generator Loss: 0.1624
Epoch 1/1... Discriminator Loss: 1.4332... Generator Loss: 0.6103
Epoch 1/1... Discriminator Loss: 1.8440... Generator Loss: 0.4051
Epoch 1/1... Discriminator Loss: 1.9085... Generator Loss: 0.3675
Epoch 1/1... Discriminator Loss: 2.4447... Generator Loss: 0.2050
Epoch 1/1... Discriminator Loss: 4.6963... Generator Loss: 0.0203
Epoch 1/1... Discriminator Loss: 1.9838... Generator Loss: 0.3687
Epoch 1/1... Discriminator Loss: 2.2167... Generator Loss: 0.2887
Epoch 1/1... Discriminator Loss: 2.8819... Generator Loss: 0.1428
Epoch 1/1... Discriminator Loss: 2.0016... Generator Loss: 0.3019
Epoch 1/1... Discriminator Loss: 3.5019... Generator Loss: 0.0735
Epoch 1/1... Discriminator Loss: 4.2575... Generator Loss: 0.0282
Epoch 1/1... Discriminator Loss: 1.9289... Generator Loss: 0.4566
Epoch 1/1... Discriminator Loss: 2.4046... Generator Loss: 0.2250
Epoch 1/1... Discriminator Loss: 2.2135... Generator Loss: 0.2302
Epoch 1/1... Discriminator Loss: 1.8919... Generator Loss: 0.3403
Epoch 1/1... Discriminator Loss: 4.3945... Generator Loss: 0.0255
Epoch 1/1... Discriminator Loss: 2.4526... Generator Loss: 0.2058
Epoch 1/1... Discriminator Loss: 1.5129... Generator Loss: 0.7100
Epoch 1/1... Discriminator Loss: 2.4112... Generator Loss: 0.2004
Epoch 1/1... Discriminator Loss: 2.1098... Generator Loss: 0.2620
Epoch 1/1... Discriminator Loss: 3.2887... Generator Loss: 0.0889
Epoch 1/1... Discriminator Loss: 2.4637... Generator Loss: 0.2684
Epoch 1/1... Discriminator Loss: 2.6781... Generator Loss: 0.1423
Epoch 1/1... Discriminator Loss: 1.9034... Generator Loss: 0.3355
Epoch 1/1... Discriminator Loss: 2.2214... Generator Loss: 0.2490
Epoch 1/1... Discriminator Loss: 2.3095... Generator Loss: 0.2160
Epoch 1/1... Discriminator Loss: 2.3576... Generator Loss: 0.2062
Epoch 1/1... Discriminator Loss: 1.7965... Generator Loss: 0.3604
Epoch 1/1... Discriminator Loss: 2.1698... Generator Loss: 0.2495
Epoch 1/1... Discriminator Loss: 2.4480... Generator Loss: 0.1788
Epoch 1/1... Discriminator Loss: 5.1384... Generator Loss: 0.0122
Epoch 1/1... Discriminator Loss: 2.3146... Generator Loss: 0.2753
Epoch 1/1... Discriminator Loss: 3.3346... Generator Loss: 0.0788
Epoch 1/1... Discriminator Loss: 4.2810... Generator Loss: 0.0275
Epoch 1/1... Discriminator Loss: 2.6830... Generator Loss: 0.1531
Epoch 1/1... Discriminator Loss: 2.6960... Generator Loss: 0.1315
Epoch 1/1... Discriminator Loss: 2.5886... Generator Loss: 0.1709
Epoch 1/1... Discriminator Loss: 3.7442... Generator Loss: 0.0426
Epoch 1/1... Discriminator Loss: 5.4288... Generator Loss: 0.0095
Epoch 1/1... Discriminator Loss: 3.4001... Generator Loss: 0.0738
Epoch 1/1... Discriminator Loss: 2.6086... Generator Loss: 0.1378
Epoch 1/1... Discriminator Loss: 2.9386... Generator Loss: 0.1229
Epoch 1/1... Discriminator Loss: 4.1221... Generator Loss: 0.0416
Epoch 1/1... Discriminator Loss: 2.7814... Generator Loss: 0.1308
Epoch 1/1... Discriminator Loss: 3.3528... Generator Loss: 0.0715
Epoch 1/1... Discriminator Loss: 2.1267... Generator Loss: 0.2721
Epoch 1/1... Discriminator Loss: 1.5986... Generator Loss: 0.4387
Epoch 1/1... Discriminator Loss: 2.1291... Generator Loss: 0.2910
Epoch 1/1... Discriminator Loss: 2.9612... Generator Loss: 0.1036
Epoch 1/1... Discriminator Loss: 1.1011... Generator Loss: 1.2471
Epoch 1/1... Discriminator Loss: 2.9270... Generator Loss: 0.1455
Epoch 1/1... Discriminator Loss: 1.9298... Generator Loss: 0.3519
Epoch 1/1... Discriminator Loss: 2.3020... Generator Loss: 0.1948
Epoch 1/1... Discriminator Loss: 1.9333... Generator Loss: 0.3072
Epoch 1/1... Discriminator Loss: 4.2601... Generator Loss: 0.0238
Epoch 1/1... Discriminator Loss: 2.8416... Generator Loss: 0.1303
Epoch 1/1... Discriminator Loss: 1.8707... Generator Loss: 0.3275
Epoch 1/1... Discriminator Loss: 3.8726... Generator Loss: 0.0419
Epoch 1/1... Discriminator Loss: 2.3561... Generator Loss: 0.1887
Epoch 1/1... Discriminator Loss: 3.8031... Generator Loss: 0.0484
Epoch 1/1... Discriminator Loss: 1.9685... Generator Loss: 0.2682
Epoch 1/1... Discriminator Loss: 3.8943... Generator Loss: 0.0432
Epoch 1/1... Discriminator Loss: 2.1759... Generator Loss: 0.2152
Epoch 1/1... Discriminator Loss: 3.0428... Generator Loss: 0.0846
Epoch 1/1... Discriminator Loss: 3.1006... Generator Loss: 0.1202
Epoch 1/1... Discriminator Loss: 1.6300... Generator Loss: 0.4296
Epoch 1/1... Discriminator Loss: 2.1801... Generator Loss: 0.2009
Epoch 1/1... Discriminator Loss: 4.0984... Generator Loss: 0.0301
Epoch 1/1... Discriminator Loss: 1.5187... Generator Loss: 0.9469
Epoch 1/1... Discriminator Loss: 2.7679... Generator Loss: 0.1498
Epoch 1/1... Discriminator Loss: 2.6518... Generator Loss: 0.1622
Epoch 1/1... Discriminator Loss: 2.5558... Generator Loss: 0.1740
Epoch 1/1... Discriminator Loss: 1.9942... Generator Loss: 0.2537
Epoch 1/1... Discriminator Loss: 1.7640... Generator Loss: 0.3416
Epoch 1/1... Discriminator Loss: 2.5473... Generator Loss: 0.1701
Epoch 1/1... Discriminator Loss: 3.3525... Generator Loss: 0.0727
Epoch 1/1... Discriminator Loss: 3.0284... Generator Loss: 0.1071
Epoch 1/1... Discriminator Loss: 2.5678... Generator Loss: 0.1504
Epoch 1/1... Discriminator Loss: 3.0501... Generator Loss: 0.1025
Epoch 1/1... Discriminator Loss: 2.6076... Generator Loss: 0.1254
Epoch 1/1... Discriminator Loss: 2.1900... Generator Loss: 0.2384
Epoch 1/1... Discriminator Loss: 2.4506... Generator Loss: 0.1554
Epoch 1/1... Discriminator Loss: 2.2109... Generator Loss: 0.2262
Epoch 1/1... Discriminator Loss: 2.2095... Generator Loss: 0.2945
Epoch 1/1... Discriminator Loss: 1.9159... Generator Loss: 0.3588
Epoch 1/1... Discriminator Loss: 1.8157... Generator Loss: 0.3556
Epoch 1/1... Discriminator Loss: 2.0374... Generator Loss: 0.6935
Epoch 1/1... Discriminator Loss: 2.4259... Generator Loss: 0.1766
Epoch 1/1... Discriminator Loss: 2.8167... Generator Loss: 0.1313
Epoch 1/1... Discriminator Loss: 2.5255... Generator Loss: 0.1873
Epoch 1/1... Discriminator Loss: 2.7217... Generator Loss: 0.1316
Epoch 1/1... Discriminator Loss: 2.2610... Generator Loss: 0.2546
Epoch 1/1... Discriminator Loss: 4.1393... Generator Loss: 0.0351
Epoch 1/1... Discriminator Loss: 2.1160... Generator Loss: 0.2432
Epoch 1/1... Discriminator Loss: 2.6693... Generator Loss: 0.1727
Epoch 1/1... Discriminator Loss: 1.9429... Generator Loss: 0.3818
Epoch 1/1... Discriminator Loss: 2.5620... Generator Loss: 0.1551
Epoch 1/1... Discriminator Loss: 2.3875... Generator Loss: 0.1641
Epoch 1/1... Discriminator Loss: 1.6684... Generator Loss: 0.4294
Epoch 1/1... Discriminator Loss: 2.7948... Generator Loss: 0.1185
Epoch 1/1... Discriminator Loss: 3.2013... Generator Loss: 0.1066
Epoch 1/1... Discriminator Loss: 2.6000... Generator Loss: 0.1400
Epoch 1/1... Discriminator Loss: 2.2126... Generator Loss: 0.2219
Epoch 1/1... Discriminator Loss: 4.9479... Generator Loss: 0.0165
Epoch 1/1... Discriminator Loss: 2.3480... Generator Loss: 0.2434
Epoch 1/1... Discriminator Loss: 2.2142... Generator Loss: 0.2968
Epoch 1/1... Discriminator Loss: 2.9965... Generator Loss: 0.1436
Epoch 1/1... Discriminator Loss: 3.9102... Generator Loss: 0.0355
Epoch 1/1... Discriminator Loss: 2.8634... Generator Loss: 0.1199
Epoch 1/1... Discriminator Loss: 1.9221... Generator Loss: 0.3202
Epoch 1/1... Discriminator Loss: 2.3342... Generator Loss: 0.1948
Epoch 1/1... Discriminator Loss: 2.4387... Generator Loss: 0.1834
Epoch 1/1... Discriminator Loss: 3.3984... Generator Loss: 0.0665
Epoch 1/1... Discriminator Loss: 4.9088... Generator Loss: 0.0149
Epoch 1/1... Discriminator Loss: 2.6740... Generator Loss: 0.1681
Epoch 1/1... Discriminator Loss: 1.9151... Generator Loss: 0.4476
Epoch 1/1... Discriminator Loss: 1.9651... Generator Loss: 0.2767
Epoch 1/1... Discriminator Loss: 1.8366... Generator Loss: 0.3135
Epoch 1/1... Discriminator Loss: 2.7587... Generator Loss: 0.1530
Epoch 1/1... Discriminator Loss: 2.3153... Generator Loss: 0.2123
Epoch 1/1... Discriminator Loss: 3.2154... Generator Loss: 0.0768
Epoch 1/1... Discriminator Loss: 2.4351... Generator Loss: 0.1875
Epoch 1/1... Discriminator Loss: 3.0355... Generator Loss: 0.0958
Epoch 1/1... Discriminator Loss: 2.2187... Generator Loss: 0.2611
Epoch 1/1... Discriminator Loss: 3.9344... Generator Loss: 0.0395
Epoch 1/1... Discriminator Loss: 3.6456... Generator Loss: 0.0529
Epoch 1/1... Discriminator Loss: 2.0437... Generator Loss: 0.3036
Epoch 1/1... Discriminator Loss: 3.0667... Generator Loss: 0.1275
Epoch 1/1... Discriminator Loss: 2.4286... Generator Loss: 0.1986
Epoch 1/1... Discriminator Loss: 2.1705... Generator Loss: 0.2308
Epoch 1/1... Discriminator Loss: 3.4269... Generator Loss: 0.0692
Epoch 1/1... Discriminator Loss: 2.3932... Generator Loss: 0.1881
Epoch 1/1... Discriminator Loss: 4.1147... Generator Loss: 0.0301
Epoch 1/1... Discriminator Loss: 3.1818... Generator Loss: 0.0760
Epoch 1/1... Discriminator Loss: 2.2038... Generator Loss: 0.2493
Epoch 1/1... Discriminator Loss: 2.6141... Generator Loss: 0.1863
Epoch 1/1... Discriminator Loss: 3.6736... Generator Loss: 0.0489
Epoch 1/1... Discriminator Loss: 2.8802... Generator Loss: 0.1033
Epoch 1/1... Discriminator Loss: 2.2489... Generator Loss: 0.2002
Epoch 1/1... Discriminator Loss: 3.6762... Generator Loss: 0.0549
Epoch 1/1... Discriminator Loss: 2.5316... Generator Loss: 0.1604
Epoch 1/1... Discriminator Loss: 4.1596... Generator Loss: 0.0353
Epoch 1/1... Discriminator Loss: 2.3455... Generator Loss: 0.1835
Epoch 1/1... Discriminator Loss: 1.6507... Generator Loss: 0.5918
Epoch 1/1... Discriminator Loss: 3.4179... Generator Loss: 0.0756
Epoch 1/1... Discriminator Loss: 2.1032... Generator Loss: 0.2533
Epoch 1/1... Discriminator Loss: 2.3345... Generator Loss: 0.2315
Epoch 1/1... Discriminator Loss: 2.1643... Generator Loss: 0.2242
Epoch 1/1... Discriminator Loss: 1.7032... Generator Loss: 0.3992
Epoch 1/1... Discriminator Loss: 1.5553... Generator Loss: 0.5205
Epoch 1/1... Discriminator Loss: 2.8142... Generator Loss: 0.1170
Epoch 1/1... Discriminator Loss: 3.5401... Generator Loss: 0.0545
Epoch 1/1... Discriminator Loss: 2.5384... Generator Loss: 0.1755
Epoch 1/1... Discriminator Loss: 3.7051... Generator Loss: 0.0580
Epoch 1/1... Discriminator Loss: 1.8016... Generator Loss: 0.6696
Epoch 1/1... Discriminator Loss: 2.2115... Generator Loss: 0.2558
Epoch 1/1... Discriminator Loss: 2.1375... Generator Loss: 0.2407
Epoch 1/1... Discriminator Loss: 1.4611... Generator Loss: 0.5644
Epoch 1/1... Discriminator Loss: 2.8749... Generator Loss: 0.1071
Epoch 1/1... Discriminator Loss: 2.0375... Generator Loss: 0.3313
Epoch 1/1... Discriminator Loss: 2.7524... Generator Loss: 0.1183
Epoch 1/1... Discriminator Loss: 5.0455... Generator Loss: 0.0142
Epoch 1/1... Discriminator Loss: 3.8053... Generator Loss: 0.0405
Epoch 1/1... Discriminator Loss: 3.4297... Generator Loss: 0.0546
Epoch 1/1... Discriminator Loss: 3.1484... Generator Loss: 0.0877
Epoch 1/1... Discriminator Loss: 4.7391... Generator Loss: 0.0173
Epoch 1/1... Discriminator Loss: 2.9463... Generator Loss: 0.1003
Epoch 1/1... Discriminator Loss: 3.8708... Generator Loss: 0.0484
Epoch 1/1... Discriminator Loss: 3.5276... Generator Loss: 0.0690
Epoch 1/1... Discriminator Loss: 2.6355... Generator Loss: 0.2037
Epoch 1/1... Discriminator Loss: 2.5169... Generator Loss: 0.2141
Epoch 1/1... Discriminator Loss: 2.4545... Generator Loss: 0.1764
Epoch 1/1... Discriminator Loss: 3.4809... Generator Loss: 0.1058
Epoch 1/1... Discriminator Loss: 1.9578... Generator Loss: 0.3918
Epoch 1/1... Discriminator Loss: 3.6803... Generator Loss: 0.0646
Epoch 1/1... Discriminator Loss: 2.7898... Generator Loss: 0.1131
Epoch 1/1... Discriminator Loss: 2.5528... Generator Loss: 0.1548
Epoch 1/1... Discriminator Loss: 3.7295... Generator Loss: 0.0438
Epoch 1/1... Discriminator Loss: 5.2829... Generator Loss: 0.0103
Epoch 1/1... Discriminator Loss: 2.2224... Generator Loss: 0.2568
Epoch 1/1... Discriminator Loss: 2.0178... Generator Loss: 0.2791
Epoch 1/1... Discriminator Loss: 2.8310... Generator Loss: 0.1213
Epoch 1/1... Discriminator Loss: 2.5374... Generator Loss: 0.1529
Epoch 1/1... Discriminator Loss: 2.4924... Generator Loss: 0.1629
Epoch 1/1... Discriminator Loss: 2.2998... Generator Loss: 0.2331
Epoch 1/1... Discriminator Loss: 3.1428... Generator Loss: 0.0824
Epoch 1/1... Discriminator Loss: 3.3023... Generator Loss: 0.0758
Epoch 1/1... Discriminator Loss: 5.5268... Generator Loss: 0.0092
Epoch 1/1... Discriminator Loss: 2.9500... Generator Loss: 0.1017
Epoch 1/1... Discriminator Loss: 2.3000... Generator Loss: 0.2183
Epoch 1/1... Discriminator Loss: 2.5980... Generator Loss: 0.1469
Epoch 1/1... Discriminator Loss: 2.8667... Generator Loss: 0.1222
Epoch 1/1... Discriminator Loss: 2.7051... Generator Loss: 0.1250
Epoch 1/1... Discriminator Loss: 2.2154... Generator Loss: 0.2513
Epoch 1/1... Discriminator Loss: 1.3210... Generator Loss: 0.6497
Epoch 1/1... Discriminator Loss: 1.9532... Generator Loss: 0.3042
Epoch 1/1... Discriminator Loss: 3.4168... Generator Loss: 0.0738
Epoch 1/1... Discriminator Loss: 1.5091... Generator Loss: 0.4540
Epoch 1/1... Discriminator Loss: 3.5648... Generator Loss: 0.0525
Epoch 1/1... Discriminator Loss: 2.5863... Generator Loss: 0.1547
Epoch 1/1... Discriminator Loss: 4.5139... Generator Loss: 0.0264
Epoch 1/1... Discriminator Loss: 2.8445... Generator Loss: 0.1205
Epoch 1/1... Discriminator Loss: 2.3177... Generator Loss: 0.2143
Epoch 1/1... Discriminator Loss: 2.6699... Generator Loss: 0.1408
Epoch 1/1... Discriminator Loss: 2.2726... Generator Loss: 0.2442
Epoch 1/1... Discriminator Loss: 3.4566... Generator Loss: 0.0746
Epoch 1/1... Discriminator Loss: 2.3973... Generator Loss: 0.1870
Epoch 1/1... Discriminator Loss: 2.6228... Generator Loss: 0.1318
Epoch 1/1... Discriminator Loss: 2.3088... Generator Loss: 0.2682
Epoch 1/1... Discriminator Loss: 4.7645... Generator Loss: 0.0171
Epoch 1/1... Discriminator Loss: 2.2549... Generator Loss: 0.2157
Epoch 1/1... Discriminator Loss: 1.9189... Generator Loss: 0.2881
Epoch 1/1... Discriminator Loss: 4.4162... Generator Loss: 0.0223
Epoch 1/1... Discriminator Loss: 3.3673... Generator Loss: 0.0768
Epoch 1/1... Discriminator Loss: 2.7539... Generator Loss: 0.1659
Epoch 1/1... Discriminator Loss: 2.4759... Generator Loss: 0.1750
Epoch 1/1... Discriminator Loss: 3.3187... Generator Loss: 0.0813
Epoch 1/1... Discriminator Loss: 2.3095... Generator Loss: 0.2642
Epoch 1/1... Discriminator Loss: 1.6934... Generator Loss: 0.7652
Epoch 1/1... Discriminator Loss: 3.2558... Generator Loss: 0.0753
Epoch 1/1... Discriminator Loss: 3.3319... Generator Loss: 0.0666
Epoch 1/1... Discriminator Loss: 1.8146... Generator Loss: 0.4486
Epoch 1/1... Discriminator Loss: 2.8711... Generator Loss: 0.1152
Epoch 1/1... Discriminator Loss: 2.6078... Generator Loss: 0.1597
Epoch 1/1... Discriminator Loss: 3.4143... Generator Loss: 0.0839
Epoch 1/1... Discriminator Loss: 2.5424... Generator Loss: 0.1707
Epoch 1/1... Discriminator Loss: 2.1522... Generator Loss: 0.2799
Epoch 1/1... Discriminator Loss: 3.0538... Generator Loss: 0.1000
Epoch 1/1... Discriminator Loss: 2.6352... Generator Loss: 0.1169
Epoch 1/1... Discriminator Loss: 3.8783... Generator Loss: 0.0422
Epoch 1/1... Discriminator Loss: 3.2985... Generator Loss: 0.0657
Epoch 1/1... Discriminator Loss: 2.4231... Generator Loss: 0.1884
Epoch 1/1... Discriminator Loss: 2.3422... Generator Loss: 0.2120
Epoch 1/1... Discriminator Loss: 3.1259... Generator Loss: 0.0953
Epoch 1/1... Discriminator Loss: 2.5663... Generator Loss: 0.1398
Epoch 1/1... Discriminator Loss: 3.1384... Generator Loss: 0.0838
Epoch 1/1... Discriminator Loss: 4.5902... Generator Loss: 0.0197
Epoch 1/1... Discriminator Loss: 1.7696... Generator Loss: 0.4767
Epoch 1/1... Discriminator Loss: 4.4305... Generator Loss: 0.0253
Epoch 1/1... Discriminator Loss: 3.0367... Generator Loss: 0.0856
Epoch 1/1... Discriminator Loss: 3.4412... Generator Loss: 0.0569
Epoch 1/1... Discriminator Loss: 4.2276... Generator Loss: 0.0284
Epoch 1/1... Discriminator Loss: 3.0352... Generator Loss: 0.0980
Epoch 1/1... Discriminator Loss: 3.3280... Generator Loss: 0.0872
Epoch 1/1... Discriminator Loss: 2.5869... Generator Loss: 0.1716
Epoch 1/1... Discriminator Loss: 2.6627... Generator Loss: 0.1967
Epoch 1/1... Discriminator Loss: 4.3039... Generator Loss: 0.0314
Epoch 1/1... Discriminator Loss: 4.2807... Generator Loss: 0.0368
Epoch 1/1... Discriminator Loss: 3.9924... Generator Loss: 0.0319
Epoch 1/1... Discriminator Loss: 3.3067... Generator Loss: 0.0737
Epoch 1/1... Discriminator Loss: 2.4362... Generator Loss: 0.1870
Epoch 1/1... Discriminator Loss: 2.0101... Generator Loss: 0.2573
Epoch 1/1... Discriminator Loss: 2.9450... Generator Loss: 0.1206
Epoch 1/1... Discriminator Loss: 4.5099... Generator Loss: 0.0270
Epoch 1/1... Discriminator Loss: 2.6887... Generator Loss: 0.1336
Epoch 1/1... Discriminator Loss: 3.2296... Generator Loss: 0.0653
Epoch 1/1... Discriminator Loss: 2.2502... Generator Loss: 0.7016
Epoch 1/1... Discriminator Loss: 3.9533... Generator Loss: 0.0374
Epoch 1/1... Discriminator Loss: 2.8714... Generator Loss: 0.1174
Epoch 1/1... Discriminator Loss: 2.1406... Generator Loss: 0.2661
Epoch 1/1... Discriminator Loss: 3.6719... Generator Loss: 0.0504
Epoch 1/1... Discriminator Loss: 3.0612... Generator Loss: 0.1069
Epoch 1/1... Discriminator Loss: 2.1923... Generator Loss: 0.2342
Epoch 1/1... Discriminator Loss: 2.0023... Generator Loss: 0.3025
Epoch 1/1... Discriminator Loss: 2.1760... Generator Loss: 0.2886
Epoch 1/1... Discriminator Loss: 1.9864... Generator Loss: 0.3476
Epoch 1/1... Discriminator Loss: 4.4271... Generator Loss: 0.0258
Epoch 1/1... Discriminator Loss: 2.7596... Generator Loss: 0.1113
Epoch 1/1... Discriminator Loss: 2.7314... Generator Loss: 0.1302
Epoch 1/1... Discriminator Loss: 2.7580... Generator Loss: 0.1296
Epoch 1/1... Discriminator Loss: 3.5777... Generator Loss: 0.0483
Epoch 1/1... Discriminator Loss: 3.4775... Generator Loss: 0.0660
Epoch 1/1... Discriminator Loss: 2.3342... Generator Loss: 0.1887
Epoch 1/1... Discriminator Loss: 2.2211... Generator Loss: 0.2416
Epoch 1/1... Discriminator Loss: 2.8074... Generator Loss: 0.1573
Epoch 1/1... Discriminator Loss: 4.6754... Generator Loss: 0.0168
Epoch 1/1... Discriminator Loss: 3.8999... Generator Loss: 0.0431
Epoch 1/1... Discriminator Loss: 2.9807... Generator Loss: 0.1404
Epoch 1/1... Discriminator Loss: 3.7754... Generator Loss: 0.0442
Epoch 1/1... Discriminator Loss: 2.9011... Generator Loss: 0.1176
Epoch 1/1... Discriminator Loss: 3.3834... Generator Loss: 0.0822
Epoch 1/1... Discriminator Loss: 4.4460... Generator Loss: 0.0220
Epoch 1/1... Discriminator Loss: 2.1921... Generator Loss: 0.2119
Epoch 1/1... Discriminator Loss: 2.2780... Generator Loss: 0.2168
Epoch 1/1... Discriminator Loss: 3.9996... Generator Loss: 0.0413
Epoch 1/1... Discriminator Loss: 2.3222... Generator Loss: 0.2413
Epoch 1/1... Discriminator Loss: 1.0862... Generator Loss: 1.1268
Epoch 1/1... Discriminator Loss: 1.7968... Generator Loss: 0.4390
Epoch 1/1... Discriminator Loss: 4.3706... Generator Loss: 0.0238
Epoch 1/1... Discriminator Loss: 2.2807... Generator Loss: 0.2078
Epoch 1/1... Discriminator Loss: 3.0262... Generator Loss: 0.1086
Epoch 1/1... Discriminator Loss: 2.5578... Generator Loss: 0.1543
Epoch 1/1... Discriminator Loss: 2.5056... Generator Loss: 0.1947
Epoch 1/1... Discriminator Loss: 2.5582... Generator Loss: 0.1629
Epoch 1/1... Discriminator Loss: 2.8682... Generator Loss: 0.1081
Epoch 1/1... Discriminator Loss: 2.3544... Generator Loss: 0.1871
Epoch 1/1... Discriminator Loss: 3.5107... Generator Loss: 0.0556
Epoch 1/1... Discriminator Loss: 1.5850... Generator Loss: 0.4502
Epoch 1/1... Discriminator Loss: 1.7187... Generator Loss: 0.4303
Epoch 1/1... Discriminator Loss: 2.7457... Generator Loss: 0.1326
Epoch 1/1... Discriminator Loss: 3.1044... Generator Loss: 0.0799
Epoch 1/1... Discriminator Loss: 1.9927... Generator Loss: 0.2439
Epoch 1/1... Discriminator Loss: 4.4946... Generator Loss: 0.0205
Epoch 1/1... Discriminator Loss: 2.6743... Generator Loss: 0.1344
Epoch 1/1... Discriminator Loss: 2.7837... Generator Loss: 0.1269
Epoch 1/1... Discriminator Loss: 2.1741... Generator Loss: 0.2104
Epoch 1/1... Discriminator Loss: 3.8725... Generator Loss: 0.0480
Epoch 1/1... Discriminator Loss: 2.8501... Generator Loss: 0.1078
Epoch 1/1... Discriminator Loss: 3.2626... Generator Loss: 0.0767
Epoch 1/1... Discriminator Loss: 3.4991... Generator Loss: 0.0660
Epoch 1/1... Discriminator Loss: 2.0919... Generator Loss: 0.2252
Epoch 1/1... Discriminator Loss: 3.0600... Generator Loss: 0.0898
Epoch 1/1... Discriminator Loss: 2.1934... Generator Loss: 0.2315
Epoch 1/1... Discriminator Loss: 2.4811... Generator Loss: 0.1813
Epoch 1/1... Discriminator Loss: 2.4701... Generator Loss: 0.2954
Epoch 1/1... Discriminator Loss: 4.0911... Generator Loss: 0.0347
Epoch 1/1... Discriminator Loss: 1.9925... Generator Loss: 0.2731
Epoch 1/1... Discriminator Loss: 4.0181... Generator Loss: 3.4235
Epoch 1/1... Discriminator Loss: 3.4319... Generator Loss: 0.0668
Epoch 1/1... Discriminator Loss: 3.4301... Generator Loss: 0.0564
Epoch 1/1... Discriminator Loss: 2.5720... Generator Loss: 0.1554
Epoch 1/1... Discriminator Loss: 2.3730... Generator Loss: 0.1809
Epoch 1/1... Discriminator Loss: 3.5475... Generator Loss: 0.0608
Epoch 1/1... Discriminator Loss: 1.8060... Generator Loss: 0.7237
Epoch 1/1... Discriminator Loss: 3.0385... Generator Loss: 0.0963
Epoch 1/1... Discriminator Loss: 3.2308... Generator Loss: 0.0694
Epoch 1/1... Discriminator Loss: 3.1836... Generator Loss: 0.0746
Epoch 1/1... Discriminator Loss: 2.9811... Generator Loss: 0.1228
Epoch 1/1... Discriminator Loss: 2.7517... Generator Loss: 0.1440
Epoch 1/1... Discriminator Loss: 3.2949... Generator Loss: 0.0956
Epoch 1/1... Discriminator Loss: 2.8437... Generator Loss: 0.1114
Epoch 1/1... Discriminator Loss: 2.3800... Generator Loss: 0.1594
Epoch 1/1... Discriminator Loss: 3.1140... Generator Loss: 0.0869
Epoch 1/1... Discriminator Loss: 2.2877... Generator Loss: 0.1974
Epoch 1/1... Discriminator Loss: 2.6910... Generator Loss: 0.1814
Epoch 1/1... Discriminator Loss: 2.5649... Generator Loss: 0.1453
Epoch 1/1... Discriminator Loss: 5.2335... Generator Loss: 0.0150
Epoch 1/1... Discriminator Loss: 4.4719... Generator Loss: 0.0218
Epoch 1/1... Discriminator Loss: 2.3166... Generator Loss: 0.1862
Epoch 1/1... Discriminator Loss: 4.7304... Generator Loss: 0.0229
Epoch 1/1... Discriminator Loss: 2.8714... Generator Loss: 0.1453
Epoch 1/1... Discriminator Loss: 3.2280... Generator Loss: 0.0829
Epoch 1/1... Discriminator Loss: 2.0638... Generator Loss: 0.2334
Epoch 1/1... Discriminator Loss: 3.1869... Generator Loss: 0.0822
Epoch 1/1... Discriminator Loss: 2.8148... Generator Loss: 0.1158
Epoch 1/1... Discriminator Loss: 3.5797... Generator Loss: 0.0488
Epoch 1/1... Discriminator Loss: 3.3190... Generator Loss: 0.0728
Epoch 1/1... Discriminator Loss: 2.4938... Generator Loss: 0.1949
Epoch 1/1... Discriminator Loss: 3.7866... Generator Loss: 0.0504
Epoch 1/1... Discriminator Loss: 4.5449... Generator Loss: 0.0179
Epoch 1/1... Discriminator Loss: 3.4415... Generator Loss: 0.0734
Epoch 1/1... Discriminator Loss: 1.9955... Generator Loss: 0.2601
Epoch 1/1... Discriminator Loss: 4.8949... Generator Loss: 0.0143
Epoch 1/1... Discriminator Loss: 4.3008... Generator Loss: 0.0357
Epoch 1/1... Discriminator Loss: 2.8059... Generator Loss: 0.1099
Epoch 1/1... Discriminator Loss: 5.1841... Generator Loss: 0.0116
Epoch 1/1... Discriminator Loss: 1.7623... Generator Loss: 0.3657
Epoch 1/1... Discriminator Loss: 2.6162... Generator Loss: 0.1598
Epoch 1/1... Discriminator Loss: 2.3555... Generator Loss: 0.1964
Epoch 1/1... Discriminator Loss: 3.4036... Generator Loss: 0.0696
Epoch 1/1... Discriminator Loss: 2.3971... Generator Loss: 0.1865
Epoch 1/1... Discriminator Loss: 3.4944... Generator Loss: 0.0839
Epoch 1/1... Discriminator Loss: 5.0362... Generator Loss: 0.0114
Epoch 1/1... Discriminator Loss: 3.5814... Generator Loss: 0.0846
Epoch 1/1... Discriminator Loss: 3.2817... Generator Loss: 0.0820
Epoch 1/1... Discriminator Loss: 4.0609... Generator Loss: 0.0514
Epoch 1/1... Discriminator Loss: 3.6963... Generator Loss: 0.0553
Epoch 1/1... Discriminator Loss: 2.4897... Generator Loss: 0.1656
Epoch 1/1... Discriminator Loss: 4.7426... Generator Loss: 0.0173
Epoch 1/1... Discriminator Loss: 2.9080... Generator Loss: 0.1035
Epoch 1/1... Discriminator Loss: 3.3536... Generator Loss: 0.0567
Epoch 1/1... Discriminator Loss: 2.0977... Generator Loss: 0.2534
Epoch 1/1... Discriminator Loss: 3.3160... Generator Loss: 0.0691
Epoch 1/1... Discriminator Loss: 3.2393... Generator Loss: 0.0635
Epoch 1/1... Discriminator Loss: 3.5645... Generator Loss: 0.0465
Epoch 1/1... Discriminator Loss: 4.5534... Generator Loss: 0.0223
Epoch 1/1... Discriminator Loss: 3.3465... Generator Loss: 0.0892
Epoch 1/1... Discriminator Loss: 2.4334... Generator Loss: 0.1905
Epoch 1/1... Discriminator Loss: 2.4686... Generator Loss: 0.1831
Epoch 1/1... Discriminator Loss: 3.8178... Generator Loss: 0.0375
Epoch 1/1... Discriminator Loss: 2.6714... Generator Loss: 0.1536
Epoch 1/1... Discriminator Loss: 2.2053... Generator Loss: 0.1872
Epoch 1/1... Discriminator Loss: 2.7574... Generator Loss: 0.1196
Epoch 1/1... Discriminator Loss: 2.9620... Generator Loss: 0.1127
Epoch 1/1... Discriminator Loss: 2.9092... Generator Loss: 0.1087
Epoch 1/1... Discriminator Loss: 2.4129... Generator Loss: 0.2234
Epoch 1/1... Discriminator Loss: 2.7906... Generator Loss: 0.6173
Epoch 1/1... Discriminator Loss: 3.1840... Generator Loss: 0.0813
Epoch 1/1... Discriminator Loss: 3.8259... Generator Loss: 0.0414
Epoch 1/1... Discriminator Loss: 2.4193... Generator Loss: 0.2158
Epoch 1/1... Discriminator Loss: 4.5049... Generator Loss: 0.0222
Epoch 1/1... Discriminator Loss: 2.9548... Generator Loss: 0.0991
Epoch 1/1... Discriminator Loss: 3.1613... Generator Loss: 0.0715
Epoch 1/1... Discriminator Loss: 2.9225... Generator Loss: 0.1011
Epoch 1/1... Discriminator Loss: 3.2599... Generator Loss: 0.0663
Epoch 1/1... Discriminator Loss: 2.5063... Generator Loss: 0.1454
Epoch 1/1... Discriminator Loss: 2.3015... Generator Loss: 0.2527
Epoch 1/1... Discriminator Loss: 3.9206... Generator Loss: 0.0393
Epoch 1/1... Discriminator Loss: 3.4217... Generator Loss: 0.0597
Epoch 1/1... Discriminator Loss: 4.9662... Generator Loss: 0.0163
Epoch 1/1... Discriminator Loss: 2.2624... Generator Loss: 0.2586
Epoch 1/1... Discriminator Loss: 2.7857... Generator Loss: 0.1214
Epoch 1/1... Discriminator Loss: 3.4331... Generator Loss: 0.0597
Epoch 1/1... Discriminator Loss: 3.0995... Generator Loss: 0.1055
Epoch 1/1... Discriminator Loss: 4.6757... Generator Loss: 0.0181
Epoch 1/1... Discriminator Loss: 3.4208... Generator Loss: 0.0551
Epoch 1/1... Discriminator Loss: 4.1576... Generator Loss: 0.0282
Epoch 1/1... Discriminator Loss: 1.7449... Generator Loss: 0.3327
Epoch 1/1... Discriminator Loss: 4.3339... Generator Loss: 0.0258
Epoch 1/1... Discriminator Loss: 2.4881... Generator Loss: 0.2039
Epoch 1/1... Discriminator Loss: 2.2211... Generator Loss: 0.2156
Epoch 1/1... Discriminator Loss: 2.6506... Generator Loss: 0.1415
Epoch 1/1... Discriminator Loss: 3.3416... Generator Loss: 0.0784
Epoch 1/1... Discriminator Loss: 3.0045... Generator Loss: 0.1122
Epoch 1/1... Discriminator Loss: 2.6054... Generator Loss: 0.1282
Epoch 1/1... Discriminator Loss: 2.7103... Generator Loss: 0.1043
Epoch 1/1... Discriminator Loss: 2.6563... Generator Loss: 0.1179
Epoch 1/1... Discriminator Loss: 2.7495... Generator Loss: 0.1342
Epoch 1/1... Discriminator Loss: 3.0911... Generator Loss: 0.0748
Epoch 1/1... Discriminator Loss: 4.9355... Generator Loss: 0.0271
Epoch 1/1... Discriminator Loss: 2.0304... Generator Loss: 0.2833
Epoch 1/1... Discriminator Loss: 3.2011... Generator Loss: 0.0841
Epoch 1/1... Discriminator Loss: 3.6118... Generator Loss: 0.0456
Epoch 1/1... Discriminator Loss: 1.6205... Generator Loss: 0.4320
Epoch 1/1... Discriminator Loss: 3.3035... Generator Loss: 0.0893
Epoch 1/1... Discriminator Loss: 2.2973... Generator Loss: 0.2269
Epoch 1/1... Discriminator Loss: 3.5510... Generator Loss: 0.0480
Epoch 1/1... Discriminator Loss: 2.9556... Generator Loss: 0.0929
Epoch 1/1... Discriminator Loss: 2.5912... Generator Loss: 0.1518
Epoch 1/1... Discriminator Loss: 4.2434... Generator Loss: 0.0375
Epoch 1/1... Discriminator Loss: 3.4337... Generator Loss: 0.0660
Epoch 1/1... Discriminator Loss: 2.6805... Generator Loss: 0.1481
Epoch 1/1... Discriminator Loss: 2.4993... Generator Loss: 0.1443
Epoch 1/1... Discriminator Loss: 4.6669... Generator Loss: 0.0191
Epoch 1/1... Discriminator Loss: 5.0701... Generator Loss: 0.0141
Epoch 1/1... Discriminator Loss: 2.9800... Generator Loss: 0.1220
Epoch 1/1... Discriminator Loss: 1.6407... Generator Loss: 0.5659
Epoch 1/1... Discriminator Loss: 3.5707... Generator Loss: 0.0513
Epoch 1/1... Discriminator Loss: 3.8879... Generator Loss: 0.0351
Epoch 1/1... Discriminator Loss: 2.4145... Generator Loss: 0.2037
Epoch 1/1... Discriminator Loss: 3.7182... Generator Loss: 0.0459
Epoch 1/1... Discriminator Loss: 2.1740... Generator Loss: 0.2250
Epoch 1/1... Discriminator Loss: 2.8540... Generator Loss: 0.1346
Epoch 1/1... Discriminator Loss: 3.5435... Generator Loss: 0.0547
Epoch 1/1... Discriminator Loss: 2.7689... Generator Loss: 0.1332
Epoch 1/1... Discriminator Loss: 3.2953... Generator Loss: 0.0696
Epoch 1/1... Discriminator Loss: 2.4450... Generator Loss: 0.1442
Epoch 1/1... Discriminator Loss: 2.8545... Generator Loss: 0.1102
Epoch 1/1... Discriminator Loss: 2.3936... Generator Loss: 0.1977
Epoch 1/1... Discriminator Loss: 2.7408... Generator Loss: 0.1255
Epoch 1/1... Discriminator Loss: 1.6729... Generator Loss: 0.4725
Epoch 1/1... Discriminator Loss: 2.3082... Generator Loss: 0.1933
Epoch 1/1... Discriminator Loss: 2.1620... Generator Loss: 0.2833
Epoch 1/1... Discriminator Loss: 3.2811... Generator Loss: 0.0776
Epoch 1/1... Discriminator Loss: 4.2727... Generator Loss: 0.0285
Epoch 1/1... Discriminator Loss: 1.9311... Generator Loss: 0.3280
Epoch 1/1... Discriminator Loss: 3.8063... Generator Loss: 0.0539
Epoch 1/1... Discriminator Loss: 2.3306... Generator Loss: 0.1958
Epoch 1/1... Discriminator Loss: 2.8146... Generator Loss: 0.1135
Epoch 1/1... Discriminator Loss: 3.4929... Generator Loss: 0.0735
Epoch 1/1... Discriminator Loss: 3.0826... Generator Loss: 0.0818
Epoch 1/1... Discriminator Loss: 4.1487... Generator Loss: 0.0312
Epoch 1/1... Discriminator Loss: 1.8130... Generator Loss: 1.8476
Epoch 1/1... Discriminator Loss: 2.5338... Generator Loss: 0.1754
Epoch 1/1... Discriminator Loss: 4.4673... Generator Loss: 0.0221
Epoch 1/1... Discriminator Loss: 4.4050... Generator Loss: 0.0282
Epoch 1/1... Discriminator Loss: 2.1696... Generator Loss: 0.2299
Epoch 1/1... Discriminator Loss: 3.5154... Generator Loss: 0.0597
Epoch 1/1... Discriminator Loss: 3.1325... Generator Loss: 0.1022
Epoch 1/1... Discriminator Loss: 3.5550... Generator Loss: 0.0738
Epoch 1/1... Discriminator Loss: 4.7665... Generator Loss: 0.0304
Epoch 1/1... Discriminator Loss: 4.1441... Generator Loss: 0.0266
Epoch 1/1... Discriminator Loss: 3.4920... Generator Loss: 0.0550
Epoch 1/1... Discriminator Loss: 3.3650... Generator Loss: 0.0610
Epoch 1/1... Discriminator Loss: 2.9757... Generator Loss: 0.0899
Epoch 1/1... Discriminator Loss: 2.8359... Generator Loss: 0.1112
Epoch 1/1... Discriminator Loss: 2.6850... Generator Loss: 0.1642
Epoch 1/1... Discriminator Loss: 1.9135... Generator Loss: 0.6505
Epoch 1/1... Discriminator Loss: 3.1617... Generator Loss: 0.0876
Epoch 1/1... Discriminator Loss: 3.3032... Generator Loss: 0.0692
Epoch 1/1... Discriminator Loss: 1.2931... Generator Loss: 0.7795
Epoch 1/1... Discriminator Loss: 4.3974... Generator Loss: 0.0277
Epoch 1/1... Discriminator Loss: 4.2995... Generator Loss: 0.0246
Epoch 1/1... Discriminator Loss: 3.7387... Generator Loss: 0.0451
Epoch 1/1... Discriminator Loss: 3.3191... Generator Loss: 0.0731
Epoch 1/1... Discriminator Loss: 5.5441... Generator Loss: 0.0082
Epoch 1/1... Discriminator Loss: 2.9534... Generator Loss: 0.1063
Epoch 1/1... Discriminator Loss: 2.6374... Generator Loss: 0.1998
Epoch 1/1... Discriminator Loss: 3.3915... Generator Loss: 0.0603
Epoch 1/1... Discriminator Loss: 2.4272... Generator Loss: 0.1637
Epoch 1/1... Discriminator Loss: 2.4620... Generator Loss: 0.1595
Epoch 1/1... Discriminator Loss: 2.7098... Generator Loss: 0.1511
Epoch 1/1... Discriminator Loss: 4.5889... Generator Loss: 0.0185
Epoch 1/1... Discriminator Loss: 2.1635... Generator Loss: 0.2886
Epoch 1/1... Discriminator Loss: 1.3511... Generator Loss: 0.5151
Epoch 1/1... Discriminator Loss: 3.5238... Generator Loss: 0.0581
Epoch 1/1... Discriminator Loss: 1.9727... Generator Loss: 0.4229
Epoch 1/1... Discriminator Loss: 2.5893... Generator Loss: 0.1276
Epoch 1/1... Discriminator Loss: 3.3526... Generator Loss: 0.1202
Epoch 1/1... Discriminator Loss: 3.6060... Generator Loss: 0.0546
Epoch 1/1... Discriminator Loss: 1.9480... Generator Loss: 0.4504
Epoch 1/1... Discriminator Loss: 3.3967... Generator Loss: 0.0748
Epoch 1/1... Discriminator Loss: 3.7795... Generator Loss: 0.0541
Epoch 1/1... Discriminator Loss: 2.3879... Generator Loss: 0.2104
Epoch 1/1... Discriminator Loss: 2.3435... Generator Loss: 0.1752
Epoch 1/1... Discriminator Loss: 2.4452... Generator Loss: 0.1869
Epoch 1/1... Discriminator Loss: 2.2809... Generator Loss: 0.2394
Epoch 1/1... Discriminator Loss: 3.4130... Generator Loss: 0.0820
Epoch 1/1... Discriminator Loss: 2.5954... Generator Loss: 0.1492
Epoch 1/1... Discriminator Loss: 4.5433... Generator Loss: 0.0268
Epoch 1/1... Discriminator Loss: 3.2427... Generator Loss: 0.0737
Epoch 1/1... Discriminator Loss: 3.6228... Generator Loss: 0.0632
Epoch 1/1... Discriminator Loss: 3.1543... Generator Loss: 0.0710
Epoch 1/1... Discriminator Loss: 2.7177... Generator Loss: 0.1345
Epoch 1/1... Discriminator Loss: 3.8293... Generator Loss: 0.0379
Epoch 1/1... Discriminator Loss: 4.5803... Generator Loss: 0.0213
Epoch 1/1... Discriminator Loss: 3.9522... Generator Loss: 0.0339
Epoch 1/1... Discriminator Loss: 2.6957... Generator Loss: 0.1452
Epoch 1/1... Discriminator Loss: 3.5903... Generator Loss: 0.0670
Epoch 1/1... Discriminator Loss: 5.5517... Generator Loss: 0.0099
Epoch 1/1... Discriminator Loss: 2.9415... Generator Loss: 0.1397
Epoch 1/1... Discriminator Loss: 1.8972... Generator Loss: 0.3444
Epoch 1/1... Discriminator Loss: 2.8365... Generator Loss: 0.1245
Epoch 1/1... Discriminator Loss: 4.7722... Generator Loss: 0.0213
Epoch 1/1... Discriminator Loss: 3.3490... Generator Loss: 0.0680
Epoch 1/1... Discriminator Loss: 2.5930... Generator Loss: 0.1486
Epoch 1/1... Discriminator Loss: 3.6133... Generator Loss: 0.0478
Epoch 1/1... Discriminator Loss: 3.3968... Generator Loss: 0.1212
Epoch 1/1... Discriminator Loss: 2.6561... Generator Loss: 0.1324
Epoch 1/1... Discriminator Loss: 2.9055... Generator Loss: 0.1142
Epoch 1/1... Discriminator Loss: 3.0280... Generator Loss: 0.0836
Epoch 1/1... Discriminator Loss: 2.3439... Generator Loss: 0.1889
Epoch 1/1... Discriminator Loss: 3.5223... Generator Loss: 0.0561
Epoch 1/1... Discriminator Loss: 2.8324... Generator Loss: 0.1089
Epoch 1/1... Discriminator Loss: 4.7284... Generator Loss: 0.0202
Epoch 1/1... Discriminator Loss: 3.1684... Generator Loss: 0.0894
Epoch 1/1... Discriminator Loss: 4.3238... Generator Loss: 0.0270
Epoch 1/1... Discriminator Loss: 3.4550... Generator Loss: 0.0928
Epoch 1/1... Discriminator Loss: 2.3529... Generator Loss: 0.1908
Epoch 1/1... Discriminator Loss: 1.5616... Generator Loss: 0.4709
Epoch 1/1... Discriminator Loss: 3.4381... Generator Loss: 0.0891
Epoch 1/1... Discriminator Loss: 4.0751... Generator Loss: 0.0306
Epoch 1/1... Discriminator Loss: 2.7943... Generator Loss: 0.1211
Epoch 1/1... Discriminator Loss: 3.1128... Generator Loss: 0.0986
Epoch 1/1... Discriminator Loss: 3.2294... Generator Loss: 0.0852
Epoch 1/1... Discriminator Loss: 3.1889... Generator Loss: 0.0692
Epoch 1/1... Discriminator Loss: 2.9778... Generator Loss: 0.1171
Epoch 1/1... Discriminator Loss: 3.1818... Generator Loss: 0.0708
Epoch 1/1... Discriminator Loss: 2.9805... Generator Loss: 0.0853
Epoch 1/1... Discriminator Loss: 2.3785... Generator Loss: 0.2020
Epoch 1/1... Discriminator Loss: 2.3441... Generator Loss: 0.2110
Epoch 1/1... Discriminator Loss: 2.6897... Generator Loss: 0.1502
Epoch 1/1... Discriminator Loss: 2.9975... Generator Loss: 0.1051
Epoch 1/1... Discriminator Loss: 2.4788... Generator Loss: 0.1955
Epoch 1/1... Discriminator Loss: 2.9480... Generator Loss: 0.0916
Epoch 1/1... Discriminator Loss: 2.6102... Generator Loss: 0.1282
Epoch 1/1... Discriminator Loss: 2.4023... Generator Loss: 0.1794
Epoch 1/1... Discriminator Loss: 3.0935... Generator Loss: 0.0955
Epoch 1/1... Discriminator Loss: 2.7001... Generator Loss: 0.1222
Epoch 1/1... Discriminator Loss: 3.3360... Generator Loss: 0.0724
Epoch 1/1... Discriminator Loss: 4.5822... Generator Loss: 0.0314
Epoch 1/1... Discriminator Loss: 3.0793... Generator Loss: 0.0882
Epoch 1/1... Discriminator Loss: 2.1575... Generator Loss: 0.3144
Epoch 1/1... Discriminator Loss: 3.0772... Generator Loss: 0.0820
Epoch 1/1... Discriminator Loss: 5.9406... Generator Loss: 0.0063
Epoch 1/1... Discriminator Loss: 5.1990... Generator Loss: 0.0130
Epoch 1/1... Discriminator Loss: 2.5189... Generator Loss: 0.2005
Epoch 1/1... Discriminator Loss: 2.7365... Generator Loss: 0.1225
Epoch 1/1... Discriminator Loss: 5.0095... Generator Loss: 0.0163
Epoch 1/1... Discriminator Loss: 2.8579... Generator Loss: 0.1169
Epoch 1/1... Discriminator Loss: 3.2815... Generator Loss: 0.0734
Epoch 1/1... Discriminator Loss: 3.4179... Generator Loss: 0.0580
Epoch 1/1... Discriminator Loss: 3.0160... Generator Loss: 0.0891
Epoch 1/1... Discriminator Loss: 2.6314... Generator Loss: 0.1505
Epoch 1/1... Discriminator Loss: 4.0099... Generator Loss: 0.0405
Epoch 1/1... Discriminator Loss: 3.0752... Generator Loss: 0.1070
Epoch 1/1... Discriminator Loss: 5.2440... Generator Loss: 0.0137
Epoch 1/1... Discriminator Loss: 2.6610... Generator Loss: 0.1659
Epoch 1/1... Discriminator Loss: 2.2157... Generator Loss: 0.3077
Epoch 1/1... Discriminator Loss: 2.1337... Generator Loss: 0.2552
Epoch 1/1... Discriminator Loss: 2.3767... Generator Loss: 0.1691
Epoch 1/1... Discriminator Loss: 3.0865... Generator Loss: 0.1031
Epoch 1/1... Discriminator Loss: 2.8488... Generator Loss: 0.1277
Epoch 1/1... Discriminator Loss: 2.3218... Generator Loss: 0.1850
Epoch 1/1... Discriminator Loss: 3.0977... Generator Loss: 0.0878
Epoch 1/1... Discriminator Loss: 3.9657... Generator Loss: 0.1011
Epoch 1/1... Discriminator Loss: 3.0387... Generator Loss: 0.0802
Epoch 1/1... Discriminator Loss: 2.0465... Generator Loss: 0.3242
Epoch 1/1... Discriminator Loss: 2.8247... Generator Loss: 0.1354
Epoch 1/1... Discriminator Loss: 2.0581... Generator Loss: 0.2349
Epoch 1/1... Discriminator Loss: 2.1894... Generator Loss: 0.2506
Epoch 1/1... Discriminator Loss: 2.3757... Generator Loss: 0.2370
Epoch 1/1... Discriminator Loss: 2.3292... Generator Loss: 0.1777
Epoch 1/1... Discriminator Loss: 3.8461... Generator Loss: 0.0397
Epoch 1/1... Discriminator Loss: 2.3439... Generator Loss: 0.1966
Epoch 1/1... Discriminator Loss: 2.5355... Generator Loss: 0.1377
Epoch 1/1... Discriminator Loss: 3.0324... Generator Loss: 0.1011
Epoch 1/1... Discriminator Loss: 2.3780... Generator Loss: 0.2418
Epoch 1/1... Discriminator Loss: 2.9503... Generator Loss: 0.0908
Epoch 1/1... Discriminator Loss: 4.4015... Generator Loss: 0.0208
Epoch 1/1... Discriminator Loss: 3.6465... Generator Loss: 0.0492
Epoch 1/1... Discriminator Loss: 2.5503... Generator Loss: 0.1507
Epoch 1/1... Discriminator Loss: 2.5541... Generator Loss: 0.1407
Epoch 1/1... Discriminator Loss: 2.6656... Generator Loss: 0.1588
Epoch 1/1... Discriminator Loss: 2.9079... Generator Loss: 0.1089
Epoch 1/1... Discriminator Loss: 2.6906... Generator Loss: 0.1134
Epoch 1/1... Discriminator Loss: 3.7004... Generator Loss: 0.0477
Epoch 1/1... Discriminator Loss: 3.1959... Generator Loss: 0.0820
Epoch 1/1... Discriminator Loss: 4.9167... Generator Loss: 0.0155
Epoch 1/1... Discriminator Loss: 3.1248... Generator Loss: 0.0776
Epoch 1/1... Discriminator Loss: 4.0261... Generator Loss: 0.0343
Epoch 1/1... Discriminator Loss: 4.8777... Generator Loss: 0.0164
Epoch 1/1... Discriminator Loss: 2.8613... Generator Loss: 0.1162
Epoch 1/1... Discriminator Loss: 2.8799... Generator Loss: 0.1790
Epoch 1/1... Discriminator Loss: 3.0362... Generator Loss: 0.1258
Epoch 1/1... Discriminator Loss: 4.5440... Generator Loss: 0.0180
Epoch 1/1... Discriminator Loss: 2.5699... Generator Loss: 0.1993
Epoch 1/1... Discriminator Loss: 3.1396... Generator Loss: 0.0935
Epoch 1/1... Discriminator Loss: 3.3311... Generator Loss: 0.0672
Epoch 1/1... Discriminator Loss: 2.8782... Generator Loss: 0.1119
Epoch 1/1... Discriminator Loss: 3.9851... Generator Loss: 0.0331
Epoch 1/1... Discriminator Loss: 2.6732... Generator Loss: 0.1600
Epoch 1/1... Discriminator Loss: 3.5060... Generator Loss: 0.0642
Epoch 1/1... Discriminator Loss: 3.3261... Generator Loss: 0.0735
Epoch 1/1... Discriminator Loss: 5.2226... Generator Loss: 0.0122
Epoch 1/1... Discriminator Loss: 2.0909... Generator Loss: 0.4400
Epoch 1/1... Discriminator Loss: 3.7387... Generator Loss: 0.0456
Epoch 1/1... Discriminator Loss: 4.4699... Generator Loss: 0.0275
Epoch 1/1... Discriminator Loss: 3.0065... Generator Loss: 0.0951
Epoch 1/1... Discriminator Loss: 3.4417... Generator Loss: 0.1013
Epoch 1/1... Discriminator Loss: 3.4484... Generator Loss: 0.0492
Epoch 1/1... Discriminator Loss: 3.1813... Generator Loss: 0.0724
Epoch 1/1... Discriminator Loss: 2.2114... Generator Loss: 0.2401
Epoch 1/1... Discriminator Loss: 3.5205... Generator Loss: 0.0484
Epoch 1/1... Discriminator Loss: 3.3384... Generator Loss: 0.0873
Epoch 1/1... Discriminator Loss: 2.2363... Generator Loss: 0.2250
Epoch 1/1... Discriminator Loss: 2.6785... Generator Loss: 0.1278
Epoch 1/1... Discriminator Loss: 3.3228... Generator Loss: 0.1213
Epoch 1/1... Discriminator Loss: 4.5280... Generator Loss: 0.0200
Epoch 1/1... Discriminator Loss: 2.1483... Generator Loss: 0.2362
Epoch 1/1... Discriminator Loss: 3.2282... Generator Loss: 0.0739
Epoch 1/1... Discriminator Loss: 3.5421... Generator Loss: 0.0685
Epoch 1/1... Discriminator Loss: 2.9010... Generator Loss: 0.1040
Epoch 1/1... Discriminator Loss: 2.2099... Generator Loss: 0.1834
Epoch 1/1... Discriminator Loss: 4.1004... Generator Loss: 0.0296
Epoch 1/1... Discriminator Loss: 2.9284... Generator Loss: 0.1183
Epoch 1/1... Discriminator Loss: 4.5440... Generator Loss: 0.0213
Epoch 1/1... Discriminator Loss: 4.2114... Generator Loss: 0.0275
Epoch 1/1... Discriminator Loss: 3.6237... Generator Loss: 0.0585
Epoch 1/1... Discriminator Loss: 1.9393... Generator Loss: 0.4515
Epoch 1/1... Discriminator Loss: 4.6729... Generator Loss: 0.0206
Epoch 1/1... Discriminator Loss: 3.9908... Generator Loss: 0.0411
Epoch 1/1... Discriminator Loss: 3.6564... Generator Loss: 0.0552
Epoch 1/1... Discriminator Loss: 2.7201... Generator Loss: 0.1467
Epoch 1/1... Discriminator Loss: 2.5698... Generator Loss: 0.1509
Epoch 1/1... Discriminator Loss: 5.2539... Generator Loss: 0.0116
Epoch 1/1... Discriminator Loss: 3.8327... Generator Loss: 0.0583
Epoch 1/1... Discriminator Loss: 3.8948... Generator Loss: 0.0364
Epoch 1/1... Discriminator Loss: 1.7824... Generator Loss: 0.3607
Epoch 1/1... Discriminator Loss: 3.4577... Generator Loss: 0.0640
Epoch 1/1... Discriminator Loss: 4.0905... Generator Loss: 0.0336
Epoch 1/1... Discriminator Loss: 2.7503... Generator Loss: 0.1408
Epoch 1/1... Discriminator Loss: 2.2101... Generator Loss: 0.2108
Epoch 1/1... Discriminator Loss: 2.2889... Generator Loss: 0.2529
Epoch 1/1... Discriminator Loss: 4.0046... Generator Loss: 0.0391
Epoch 1/1... Discriminator Loss: 2.6376... Generator Loss: 0.1341
Epoch 1/1... Discriminator Loss: 2.5489... Generator Loss: 0.1475
Epoch 1/1... Discriminator Loss: 3.2599... Generator Loss: 0.0846
Epoch 1/1... Discriminator Loss: 5.7491... Generator Loss: 0.0060
Epoch 1/1... Discriminator Loss: 3.7916... Generator Loss: 0.0492
Epoch 1/1... Discriminator Loss: 3.7028... Generator Loss: 0.0819
Epoch 1/1... Discriminator Loss: 4.3846... Generator Loss: 0.0220
Epoch 1/1... Discriminator Loss: 1.3578... Generator Loss: 0.6645
Epoch 1/1... Discriminator Loss: 2.6515... Generator Loss: 0.1426
Epoch 1/1... Discriminator Loss: 2.4782... Generator Loss: 0.1709
Epoch 1/1... Discriminator Loss: 2.7929... Generator Loss: 0.1248
Epoch 1/1... Discriminator Loss: 2.8064... Generator Loss: 0.1313
Epoch 1/1... Discriminator Loss: 3.4238... Generator Loss: 0.0684
Epoch 1/1... Discriminator Loss: 1.7745... Generator Loss: 0.3775
Epoch 1/1... Discriminator Loss: 2.5811... Generator Loss: 0.1503
Epoch 1/1... Discriminator Loss: 3.3623... Generator Loss: 0.0635
Epoch 1/1... Discriminator Loss: 3.2219... Generator Loss: 0.0707
Epoch 1/1... Discriminator Loss: 2.4468... Generator Loss: 0.1959
Epoch 1/1... Discriminator Loss: 3.8471... Generator Loss: 0.0404
Epoch 1/1... Discriminator Loss: 2.2156... Generator Loss: 0.1937
Epoch 1/1... Discriminator Loss: 3.4611... Generator Loss: 0.0759
Epoch 1/1... Discriminator Loss: 3.2416... Generator Loss: 0.0737
Epoch 1/1... Discriminator Loss: 3.5617... Generator Loss: 0.0590
Epoch 1/1... Discriminator Loss: 3.5315... Generator Loss: 0.0584
Epoch 1/1... Discriminator Loss: 2.4224... Generator Loss: 0.1897
Epoch 1/1... Discriminator Loss: 2.4477... Generator Loss: 0.2166
Epoch 1/1... Discriminator Loss: 2.6197... Generator Loss: 0.1931
Epoch 1/1... Discriminator Loss: 2.9282... Generator Loss: 0.0926
Epoch 1/1... Discriminator Loss: 2.1856... Generator Loss: 0.2507
Epoch 1/1... Discriminator Loss: 2.6953... Generator Loss: 0.1346
Epoch 1/1... Discriminator Loss: 3.0346... Generator Loss: 0.1489
Epoch 1/1... Discriminator Loss: 3.2199... Generator Loss: 0.0775
Epoch 1/1... Discriminator Loss: 3.2812... Generator Loss: 0.0685
Epoch 1/1... Discriminator Loss: 2.6024... Generator Loss: 0.1375
Epoch 1/1... Discriminator Loss: 2.0533... Generator Loss: 0.3438
Epoch 1/1... Discriminator Loss: 2.6582... Generator Loss: 0.1753
Epoch 1/1... Discriminator Loss: 3.1762... Generator Loss: 0.0803
Epoch 1/1... Discriminator Loss: 2.6446... Generator Loss: 0.1463
Epoch 1/1... Discriminator Loss: 2.8378... Generator Loss: 0.1047
Epoch 1/1... Discriminator Loss: 2.7519... Generator Loss: 0.1130
Epoch 1/1... Discriminator Loss: 2.3716... Generator Loss: 0.1634
Epoch 1/1... Discriminator Loss: 2.5247... Generator Loss: 0.1874
Epoch 1/1... Discriminator Loss: 2.4919... Generator Loss: 0.1866
Epoch 1/1... Discriminator Loss: 2.4169... Generator Loss: 0.2032
Epoch 1/1... Discriminator Loss: 3.3942... Generator Loss: 0.0655
Epoch 1/1... Discriminator Loss: 2.3940... Generator Loss: 0.1654
Epoch 1/1... Discriminator Loss: 4.1823... Generator Loss: 0.0405
Epoch 1/1... Discriminator Loss: 2.8573... Generator Loss: 0.0955
Epoch 1/1... Discriminator Loss: 5.1266... Generator Loss: 0.0185
Epoch 1/1... Discriminator Loss: 2.9363... Generator Loss: 0.1076
Epoch 1/1... Discriminator Loss: 4.0785... Generator Loss: 0.0285
Epoch 1/1... Discriminator Loss: 4.0990... Generator Loss: 0.0377
Epoch 1/1... Discriminator Loss: 2.3125... Generator Loss: 0.1877
Epoch 1/1... Discriminator Loss: 3.8040... Generator Loss: 0.0469
Epoch 1/1... Discriminator Loss: 3.7398... Generator Loss: 0.0421
Epoch 1/1... Discriminator Loss: 4.7152... Generator Loss: 0.0180
Epoch 1/1... Discriminator Loss: 2.9641... Generator Loss: 0.0956
Epoch 1/1... Discriminator Loss: 4.2672... Generator Loss: 0.0247
Epoch 1/1... Discriminator Loss: 1.9140... Generator Loss: 0.3477
Epoch 1/1... Discriminator Loss: 2.2859... Generator Loss: 0.2104
Epoch 1/1... Discriminator Loss: 3.6749... Generator Loss: 0.0512
Epoch 1/1... Discriminator Loss: 3.1793... Generator Loss: 0.1290
Epoch 1/1... Discriminator Loss: 4.3054... Generator Loss: 0.0275
Epoch 1/1... Discriminator Loss: 2.4632... Generator Loss: 0.1749
Epoch 1/1... Discriminator Loss: 1.1987... Generator Loss: 1.0485
Epoch 1/1... Discriminator Loss: 2.4901... Generator Loss: 0.1679
Epoch 1/1... Discriminator Loss: 3.1777... Generator Loss: 0.0808
Epoch 1/1... Discriminator Loss: 2.1592... Generator Loss: 0.5711
Epoch 1/1... Discriminator Loss: 2.0499... Generator Loss: 0.2474
Epoch 1/1... Discriminator Loss: 2.3239... Generator Loss: 0.2256
Epoch 1/1... Discriminator Loss: 3.3094... Generator Loss: 0.0766
Epoch 1/1... Discriminator Loss: 3.6672... Generator Loss: 0.0480
Epoch 1/1... Discriminator Loss: 3.1506... Generator Loss: 0.0808
Epoch 1/1... Discriminator Loss: 2.1673... Generator Loss: 0.2094
Epoch 1/1... Discriminator Loss: 2.5669... Generator Loss: 0.1569
Epoch 1/1... Discriminator Loss: 2.6904... Generator Loss: 0.1307
Epoch 1/1... Discriminator Loss: 2.6221... Generator Loss: 0.1601
Epoch 1/1... Discriminator Loss: 4.0125... Generator Loss: 0.0352
Epoch 1/1... Discriminator Loss: 3.4703... Generator Loss: 0.0750
Epoch 1/1... Discriminator Loss: 2.6418... Generator Loss: 0.1635
Epoch 1/1... Discriminator Loss: 4.2600... Generator Loss: 0.0308
Epoch 1/1... Discriminator Loss: 2.7846... Generator Loss: 0.1051
Epoch 1/1... Discriminator Loss: 3.0701... Generator Loss: 0.0886
Epoch 1/1... Discriminator Loss: 2.4503... Generator Loss: 1.3634
Epoch 1/1... Discriminator Loss: 4.1710... Generator Loss: 0.0303
Epoch 1/1... Discriminator Loss: 3.3851... Generator Loss: 0.0614
Epoch 1/1... Discriminator Loss: 3.4672... Generator Loss: 0.0669
Epoch 1/1... Discriminator Loss: 4.1595... Generator Loss: 0.0273
Epoch 1/1... Discriminator Loss: 3.1937... Generator Loss: 0.0750
Epoch 1/1... Discriminator Loss: 3.6088... Generator Loss: 0.0811
Epoch 1/1... Discriminator Loss: 3.3147... Generator Loss: 0.0606
Epoch 1/1... Discriminator Loss: 2.3214... Generator Loss: 0.2120
Epoch 1/1... Discriminator Loss: 2.2508... Generator Loss: 0.2405
Epoch 1/1... Discriminator Loss: 3.5945... Generator Loss: 0.0495
Epoch 1/1... Discriminator Loss: 3.0007... Generator Loss: 0.0793
Epoch 1/1... Discriminator Loss: 3.5598... Generator Loss: 0.0644
Epoch 1/1... Discriminator Loss: 2.2733... Generator Loss: 0.2365
Epoch 1/1... Discriminator Loss: 4.4420... Generator Loss: 0.0257
Epoch 1/1... Discriminator Loss: 3.9147... Generator Loss: 0.0436
Epoch 1/1... Discriminator Loss: 2.0927... Generator Loss: 0.2557
Epoch 1/1... Discriminator Loss: 3.3190... Generator Loss: 0.0693
Epoch 1/1... Discriminator Loss: 3.9404... Generator Loss: 0.0364
Epoch 1/1... Discriminator Loss: 3.5691... Generator Loss: 0.0591
Epoch 1/1... Discriminator Loss: 2.5478... Generator Loss: 0.1382
Epoch 1/1... Discriminator Loss: 3.0388... Generator Loss: 0.0962
Epoch 1/1... Discriminator Loss: 2.0583... Generator Loss: 0.2620
Epoch 1/1... Discriminator Loss: 2.8935... Generator Loss: 0.1033
Epoch 1/1... Discriminator Loss: 3.0955... Generator Loss: 0.0889
Epoch 1/1... Discriminator Loss: 3.3990... Generator Loss: 0.1174
Epoch 1/1... Discriminator Loss: 2.4955... Generator Loss: 0.1618
Epoch 1/1... Discriminator Loss: 1.9384... Generator Loss: 0.3005
Epoch 1/1... Discriminator Loss: 3.2216... Generator Loss: 0.0853
Epoch 1/1... Discriminator Loss: 2.9921... Generator Loss: 0.1312
Epoch 1/1... Discriminator Loss: 3.2035... Generator Loss: 0.0773
Epoch 1/1... Discriminator Loss: 3.8067... Generator Loss: 0.0488
Epoch 1/1... Discriminator Loss: 2.1542... Generator Loss: 0.3074
Epoch 1/1... Discriminator Loss: 3.3937... Generator Loss: 0.0550
Epoch 1/1... Discriminator Loss: 2.8683... Generator Loss: 0.1423
Epoch 1/1... Discriminator Loss: 3.5214... Generator Loss: 0.0574
Epoch 1/1... Discriminator Loss: 3.9117... Generator Loss: 0.0563
Epoch 1/1... Discriminator Loss: 2.4710... Generator Loss: 0.1952
Epoch 1/1... Discriminator Loss: 3.2627... Generator Loss: 0.0840
Epoch 1/1... Discriminator Loss: 1.8676... Generator Loss: 0.3145
Epoch 1/1... Discriminator Loss: 3.1274... Generator Loss: 0.0826
Epoch 1/1... Discriminator Loss: 2.0821... Generator Loss: 0.3282
Epoch 1/1... Discriminator Loss: 2.0574... Generator Loss: 0.3000
Epoch 1/1... Discriminator Loss: 3.3666... Generator Loss: 0.0721
Epoch 1/1... Discriminator Loss: 2.9090... Generator Loss: 0.1033
Epoch 1/1... Discriminator Loss: 2.7231... Generator Loss: 0.1245
Epoch 1/1... Discriminator Loss: 2.5881... Generator Loss: 0.1815
Epoch 1/1... Discriminator Loss: 3.7632... Generator Loss: 0.0361
Epoch 1/1... Discriminator Loss: 2.4497... Generator Loss: 0.1756
Epoch 1/1... Discriminator Loss: 3.5324... Generator Loss: 0.0798
Epoch 1/1... Discriminator Loss: 2.6425... Generator Loss: 0.1453
Epoch 1/1... Discriminator Loss: 2.7135... Generator Loss: 0.1196
Epoch 1/1... Discriminator Loss: 2.3938... Generator Loss: 0.1620
Epoch 1/1... Discriminator Loss: 1.9287... Generator Loss: 0.2648
Epoch 1/1... Discriminator Loss: 2.1948... Generator Loss: 0.2625
Epoch 1/1... Discriminator Loss: 3.0253... Generator Loss: 0.1037
Epoch 1/1... Discriminator Loss: 3.6600... Generator Loss: 0.0525
Epoch 1/1... Discriminator Loss: 2.5149... Generator Loss: 0.1589
Epoch 1/1... Discriminator Loss: 3.4655... Generator Loss: 0.0716
Epoch 1/1... Discriminator Loss: 3.7438... Generator Loss: 0.0421
Epoch 1/1... Discriminator Loss: 3.0725... Generator Loss: 0.0985
Epoch 1/1... Discriminator Loss: 3.1489... Generator Loss: 0.0733
Epoch 1/1... Discriminator Loss: 3.5686... Generator Loss: 0.0533
Epoch 1/1... Discriminator Loss: 3.5075... Generator Loss: 0.0612
Epoch 1/1... Discriminator Loss: 4.9032... Generator Loss: 0.0145
Epoch 1/1... Discriminator Loss: 3.4964... Generator Loss: 0.0743
Epoch 1/1... Discriminator Loss: 3.0357... Generator Loss: 0.0897
Epoch 1/1... Discriminator Loss: 4.0950... Generator Loss: 0.0290
Epoch 1/1... Discriminator Loss: 3.5450... Generator Loss: 0.0522
Epoch 1/1... Discriminator Loss: 2.4213... Generator Loss: 0.2329
Epoch 1/1... Discriminator Loss: 2.1476... Generator Loss: 0.2522
Epoch 1/1... Discriminator Loss: 2.5903... Generator Loss: 0.1616
Epoch 1/1... Discriminator Loss: 2.9607... Generator Loss: 0.1022
Epoch 1/1... Discriminator Loss: 3.2374... Generator Loss: 0.0729
Epoch 1/1... Discriminator Loss: 2.6052... Generator Loss: 0.1759
Epoch 1/1... Discriminator Loss: 3.1127... Generator Loss: 0.0789
Epoch 1/1... Discriminator Loss: 5.1938... Generator Loss: 0.0124
Epoch 1/1... Discriminator Loss: 2.5780... Generator Loss: 0.1917
Epoch 1/1... Discriminator Loss: 3.2234... Generator Loss: 0.0678
Epoch 1/1... Discriminator Loss: 2.8679... Generator Loss: 0.1100
Epoch 1/1... Discriminator Loss: 2.8438... Generator Loss: 0.1377
Epoch 1/1... Discriminator Loss: 3.4091... Generator Loss: 0.0637
Epoch 1/1... Discriminator Loss: 3.5965... Generator Loss: 0.0460
Epoch 1/1... Discriminator Loss: 5.0985... Generator Loss: 0.0172
Epoch 1/1... Discriminator Loss: 2.1375... Generator Loss: 0.2705
Epoch 1/1... Discriminator Loss: 4.0788... Generator Loss: 0.0288
Epoch 1/1... Discriminator Loss: 3.5494... Generator Loss: 0.0580
Epoch 1/1... Discriminator Loss: 2.3079... Generator Loss: 0.1828
Epoch 1/1... Discriminator Loss: 3.7464... Generator Loss: 0.0558
Epoch 1/1... Discriminator Loss: 2.5399... Generator Loss: 0.1669
Epoch 1/1... Discriminator Loss: 2.5595... Generator Loss: 0.1512
Epoch 1/1... Discriminator Loss: 2.7935... Generator Loss: 0.1152
Epoch 1/1... Discriminator Loss: 2.4397... Generator Loss: 0.1707
Epoch 1/1... Discriminator Loss: 3.9240... Generator Loss: 0.0424
Epoch 1/1... Discriminator Loss: 3.5651... Generator Loss: 0.0503
Epoch 1/1... Discriminator Loss: 2.4282... Generator Loss: 0.1788
Epoch 1/1... Discriminator Loss: 2.6885... Generator Loss: 0.1191
Epoch 1/1... Discriminator Loss: 3.1784... Generator Loss: 0.0864
Epoch 1/1... Discriminator Loss: 3.5936... Generator Loss: 0.0486
Epoch 1/1... Discriminator Loss: 3.4350... Generator Loss: 0.0583
Epoch 1/1... Discriminator Loss: 3.3749... Generator Loss: 0.0640
Epoch 1/1... Discriminator Loss: 3.2614... Generator Loss: 0.0816
Epoch 1/1... Discriminator Loss: 2.9929... Generator Loss: 0.1020
Epoch 1/1... Discriminator Loss: 2.4136... Generator Loss: 0.1658
Epoch 1/1... Discriminator Loss: 2.8111... Generator Loss: 0.1174
Epoch 1/1... Discriminator Loss: 2.4184... Generator Loss: 0.1655
Epoch 1/1... Discriminator Loss: 3.7684... Generator Loss: 0.0440
Epoch 1/1... Discriminator Loss: 3.5534... Generator Loss: 0.0648
Epoch 1/1... Discriminator Loss: 5.3021... Generator Loss: 0.0107
Epoch 1/1... Discriminator Loss: 2.6815... Generator Loss: 0.2094
Epoch 1/1... Discriminator Loss: 4.4122... Generator Loss: 0.0275
Epoch 1/1... Discriminator Loss: 2.8873... Generator Loss: 0.1104
Epoch 1/1... Discriminator Loss: 2.9697... Generator Loss: 0.1013
Epoch 1/1... Discriminator Loss: 3.1197... Generator Loss: 0.0969
Epoch 1/1... Discriminator Loss: 3.7212... Generator Loss: 0.0488
Epoch 1/1... Discriminator Loss: 4.1379... Generator Loss: 0.0353
Epoch 1/1... Discriminator Loss: 2.9841... Generator Loss: 0.1125
Epoch 1/1... Discriminator Loss: 4.4486... Generator Loss: 0.0233
Epoch 1/1... Discriminator Loss: 3.8400... Generator Loss: 0.0418
Epoch 1/1... Discriminator Loss: 2.2929... Generator Loss: 0.2184
Epoch 1/1... Discriminator Loss: 1.5280... Generator Loss: 0.6111
Epoch 1/1... Discriminator Loss: 2.6570... Generator Loss: 0.1400
Epoch 1/1... Discriminator Loss: 3.4242... Generator Loss: 0.0713
Epoch 1/1... Discriminator Loss: 3.7354... Generator Loss: 0.0440
Epoch 1/1... Discriminator Loss: 3.2612... Generator Loss: 0.0664
Epoch 1/1... Discriminator Loss: 2.8195... Generator Loss: 0.1167
Epoch 1/1... Discriminator Loss: 2.5277... Generator Loss: 0.1934
Epoch 1/1... Discriminator Loss: 4.2359... Generator Loss: 0.0264
Epoch 1/1... Discriminator Loss: 2.4498... Generator Loss: 0.1912
Epoch 1/1... Discriminator Loss: 3.1380... Generator Loss: 0.0861
Epoch 1/1... Discriminator Loss: 2.8146... Generator Loss: 0.1191
Epoch 1/1... Discriminator Loss: 3.1253... Generator Loss: 0.0755
Epoch 1/1... Discriminator Loss: 2.4592... Generator Loss: 0.1737
Epoch 1/1... Discriminator Loss: 3.4457... Generator Loss: 0.0618
Epoch 1/1... Discriminator Loss: 3.1002... Generator Loss: 0.1086
Epoch 1/1... Discriminator Loss: 4.6054... Generator Loss: 0.0272
Epoch 1/1... Discriminator Loss: 3.1196... Generator Loss: 0.0976
Epoch 1/1... Discriminator Loss: 2.2518... Generator Loss: 0.2841
Epoch 1/1... Discriminator Loss: 2.3943... Generator Loss: 0.1788
Epoch 1/1... Discriminator Loss: 3.0357... Generator Loss: 0.0889
Epoch 1/1... Discriminator Loss: 3.1343... Generator Loss: 0.0840
Epoch 1/1... Discriminator Loss: 3.8581... Generator Loss: 0.0453
Epoch 1/1... Discriminator Loss: 2.3761... Generator Loss: 0.2056
Epoch 1/1... Discriminator Loss: 3.2199... Generator Loss: 0.0705
Epoch 1/1... Discriminator Loss: 3.7027... Generator Loss: 0.0554
Epoch 1/1... Discriminator Loss: 3.6984... Generator Loss: 0.0514
Epoch 1/1... Discriminator Loss: 2.8791... Generator Loss: 0.0958
Epoch 1/1... Discriminator Loss: 3.9460... Generator Loss: 0.0349
Epoch 1/1... Discriminator Loss: 6.2981... Generator Loss: 0.0063
Epoch 1/1... Discriminator Loss: 3.4402... Generator Loss: 0.0558
Epoch 1/1... Discriminator Loss: 2.9849... Generator Loss: 0.1007
Epoch 1/1... Discriminator Loss: 4.8822... Generator Loss: 0.0140
Epoch 1/1... Discriminator Loss: 2.9959... Generator Loss: 0.0996
Epoch 1/1... Discriminator Loss: 3.3734... Generator Loss: 0.0597
Epoch 1/1... Discriminator Loss: 4.2503... Generator Loss: 0.0250
Epoch 1/1... Discriminator Loss: 4.0636... Generator Loss: 0.0413
Epoch 1/1... Discriminator Loss: 3.1683... Generator Loss: 0.1020
Epoch 1/1... Discriminator Loss: 2.5090... Generator Loss: 0.1603
Epoch 1/1... Discriminator Loss: 4.1470... Generator Loss: 0.0314
Epoch 1/1... Discriminator Loss: 2.6981... Generator Loss: 0.1435
Epoch 1/1... Discriminator Loss: 2.5144... Generator Loss: 0.1503
Epoch 1/1... Discriminator Loss: 2.8190... Generator Loss: 0.1822
Epoch 1/1... Discriminator Loss: 2.9268... Generator Loss: 0.1340
Epoch 1/1... Discriminator Loss: 2.8321... Generator Loss: 0.1167
Epoch 1/1... Discriminator Loss: 3.9943... Generator Loss: 0.0355
Epoch 1/1... Discriminator Loss: 4.6808... Generator Loss: 0.0165
Epoch 1/1... Discriminator Loss: 4.0953... Generator Loss: 0.0333
Epoch 1/1... Discriminator Loss: 2.8585... Generator Loss: 0.1104
Epoch 1/1... Discriminator Loss: 2.4304... Generator Loss: 0.1978
Epoch 1/1... Discriminator Loss: 4.1490... Generator Loss: 0.0279
Epoch 1/1... Discriminator Loss: 2.5103... Generator Loss: 0.1527
Epoch 1/1... Discriminator Loss: 3.8399... Generator Loss: 0.0445
Epoch 1/1... Discriminator Loss: 2.7174... Generator Loss: 0.1285
Epoch 1/1... Discriminator Loss: 2.6346... Generator Loss: 0.1559
Epoch 1/1... Discriminator Loss: 4.9628... Generator Loss: 0.0167
Epoch 1/1... Discriminator Loss: 3.8560... Generator Loss: 0.0409
Epoch 1/1... Discriminator Loss: 4.6983... Generator Loss: 0.0181
Epoch 1/1... Discriminator Loss: 4.1733... Generator Loss: 0.0306
Epoch 1/1... Discriminator Loss: 2.7512... Generator Loss: 0.1240
Epoch 1/1... Discriminator Loss: 3.9518... Generator Loss: 0.0398
Epoch 1/1... Discriminator Loss: 4.1600... Generator Loss: 0.0248
Epoch 1/1... Discriminator Loss: 3.2857... Generator Loss: 0.0706
Epoch 1/1... Discriminator Loss: 4.3546... Generator Loss: 0.0222
Epoch 1/1... Discriminator Loss: 2.8771... Generator Loss: 0.1212
Epoch 1/1... Discriminator Loss: 2.9086... Generator Loss: 0.1277
Epoch 1/1... Discriminator Loss: 4.1102... Generator Loss: 0.0277
Epoch 1/1... Discriminator Loss: 2.5868... Generator Loss: 0.1399
Epoch 1/1... Discriminator Loss: 2.4669... Generator Loss: 0.1983
Epoch 1/1... Discriminator Loss: 3.6539... Generator Loss: 0.1018
Epoch 1/1... Discriminator Loss: 2.8054... Generator Loss: 0.1199
Epoch 1/1... Discriminator Loss: 3.4542... Generator Loss: 0.0593
Epoch 1/1... Discriminator Loss: 3.7701... Generator Loss: 0.0530
Epoch 1/1... Discriminator Loss: 2.3897... Generator Loss: 0.1924
Epoch 1/1... Discriminator Loss: 5.2539... Generator Loss: 0.0102
Epoch 1/1... Discriminator Loss: 2.8066... Generator Loss: 0.1032
Epoch 1/1... Discriminator Loss: 2.5353... Generator Loss: 0.1470
Epoch 1/1... Discriminator Loss: 2.8291... Generator Loss: 0.1202
Epoch 1/1... Discriminator Loss: 2.5762... Generator Loss: 0.1380
Epoch 1/1... Discriminator Loss: 3.9483... Generator Loss: 0.0382
Epoch 1/1... Discriminator Loss: 2.7615... Generator Loss: 0.1456
Epoch 1/1... Discriminator Loss: 2.0354... Generator Loss: 0.3085
Epoch 1/1... Discriminator Loss: 3.5547... Generator Loss: 0.0624
Epoch 1/1... Discriminator Loss: 4.2789... Generator Loss: 0.0282
Epoch 1/1... Discriminator Loss: 3.1183... Generator Loss: 0.1076
Epoch 1/1... Discriminator Loss: 4.3446... Generator Loss: 0.0320
Epoch 1/1... Discriminator Loss: 2.2733... Generator Loss: 0.2187
Epoch 1/1... Discriminator Loss: 2.8231... Generator Loss: 0.1615
Epoch 1/1... Discriminator Loss: 4.9897... Generator Loss: 0.0136
Epoch 1/1... Discriminator Loss: 3.4822... Generator Loss: 0.0607
Epoch 1/1... Discriminator Loss: 3.5301... Generator Loss: 0.0624
Epoch 1/1... Discriminator Loss: 2.8197... Generator Loss: 0.1640
Epoch 1/1... Discriminator Loss: 3.1395... Generator Loss: 0.0767
Epoch 1/1... Discriminator Loss: 2.7282... Generator Loss: 0.1166
Epoch 1/1... Discriminator Loss: 2.2182... Generator Loss: 0.2254
Epoch 1/1... Discriminator Loss: 3.1574... Generator Loss: 0.0803
Epoch 1/1... Discriminator Loss: 3.3347... Generator Loss: 0.0840
Epoch 1/1... Discriminator Loss: 5.2420... Generator Loss: 0.0170
Epoch 1/1... Discriminator Loss: 2.6999... Generator Loss: 0.1313
Epoch 1/1... Discriminator Loss: 3.3510... Generator Loss: 0.0851
Epoch 1/1... Discriminator Loss: 2.8846... Generator Loss: 0.1337
Epoch 1/1... Discriminator Loss: 2.7570... Generator Loss: 0.1489
Epoch 1/1... Discriminator Loss: 3.6211... Generator Loss: 0.0634
Epoch 1/1... Discriminator Loss: 3.8576... Generator Loss: 0.0419
Epoch 1/1... Discriminator Loss: 3.7022... Generator Loss: 0.0453
Epoch 1/1... Discriminator Loss: 2.9604... Generator Loss: 0.1161
Epoch 1/1... Discriminator Loss: 3.6313... Generator Loss: 0.0514
Epoch 1/1... Discriminator Loss: 2.9523... Generator Loss: 0.1309
Epoch 1/1... Discriminator Loss: 5.2451... Generator Loss: 0.0106
Epoch 1/1... Discriminator Loss: 3.3945... Generator Loss: 0.0751
Epoch 1/1... Discriminator Loss: 3.9532... Generator Loss: 0.0346
Epoch 1/1... Discriminator Loss: 2.6155... Generator Loss: 0.1276
Epoch 1/1... Discriminator Loss: 2.4396... Generator Loss: 0.1795
Epoch 1/1... Discriminator Loss: 2.0264... Generator Loss: 0.2775
Epoch 1/1... Discriminator Loss: 2.8680... Generator Loss: 0.1226
Epoch 1/1... Discriminator Loss: 5.4450... Generator Loss: 0.0106
Epoch 1/1... Discriminator Loss: 5.1366... Generator Loss: 0.0128
Epoch 1/1... Discriminator Loss: 3.0912... Generator Loss: 0.0832
Epoch 1/1... Discriminator Loss: 3.1494... Generator Loss: 0.0746
Epoch 1/1... Discriminator Loss: 2.7885... Generator Loss: 0.1184
Epoch 1/1... Discriminator Loss: 2.3710... Generator Loss: 0.2058
Epoch 1/1... Discriminator Loss: 3.9877... Generator Loss: 0.0382
Epoch 1/1... Discriminator Loss: 4.3554... Generator Loss: 0.0227
Epoch 1/1... Discriminator Loss: 3.0789... Generator Loss: 0.0803
Epoch 1/1... Discriminator Loss: 2.1398... Generator Loss: 0.2315
Epoch 1/1... Discriminator Loss: 4.3111... Generator Loss: 0.0214
Epoch 1/1... Discriminator Loss: 3.7438... Generator Loss: 0.0437
Epoch 1/1... Discriminator Loss: 4.0672... Generator Loss: 0.0609
Epoch 1/1... Discriminator Loss: 3.9575... Generator Loss: 0.0398
Epoch 1/1... Discriminator Loss: 3.1471... Generator Loss: 0.0684
Epoch 1/1... Discriminator Loss: 2.9316... Generator Loss: 0.0892
Epoch 1/1... Discriminator Loss: 3.7621... Generator Loss: 0.0450
Epoch 1/1... Discriminator Loss: 3.9515... Generator Loss: 0.0424
Epoch 1/1... Discriminator Loss: 3.4490... Generator Loss: 0.0649
Epoch 1/1... Discriminator Loss: 5.8693... Generator Loss: 0.0050
Epoch 1/1... Discriminator Loss: 3.6994... Generator Loss: 0.0429
Epoch 1/1... Discriminator Loss: 4.6530... Generator Loss: 0.0172
Epoch 1/1... Discriminator Loss: 3.3780... Generator Loss: 0.0606
Epoch 1/1... Discriminator Loss: 2.7395... Generator Loss: 0.1136
Epoch 1/1... Discriminator Loss: 5.0005... Generator Loss: 0.0112
Epoch 1/1... Discriminator Loss: 3.2793... Generator Loss: 0.1181
Epoch 1/1... Discriminator Loss: 2.1374... Generator Loss: 0.2493
Epoch 1/1... Discriminator Loss: 4.0216... Generator Loss: 0.0347
Epoch 1/1... Discriminator Loss: 2.8472... Generator Loss: 0.1565
Epoch 1/1... Discriminator Loss: 4.2001... Generator Loss: 0.0313
Epoch 1/1... Discriminator Loss: 3.0522... Generator Loss: 0.1226
Epoch 1/1... Discriminator Loss: 2.6761... Generator Loss: 0.1432
Epoch 1/1... Discriminator Loss: 2.6831... Generator Loss: 0.1593

Submitting This Project

When submitting this project, make sure to run all the cells before saving the notebook. Save the notebook file as "dlnd_face_generation.ipynb" and save it as a HTML file under "File" -> "Download as". Include the "helper.py" and "problem_unittests.py" files in your submission.